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</style> <![endif]--><!--[if gte mso 9]><xml> <o:shapedefaults v:ext="edit" spidmax="1027"/> </xml><![endif]--><!--[if gte mso 9]><xml> <o:shapelayout v:ext="edit"> <o:idmap v:ext="edit" data="1"/> </o:shapelayout></xml><![endif]--> </head> <body lang=EN-US link=blue vlink=purple style='tab-interval:.5in'> <div class=WordSection1> <p class=MsoNormal align=center style='text-align:center'><b style='mso-bidi-font-weight: normal'><span style='font-size:24.0pt'>CMSC 422<o:p></o:p></span></b></p> <p class=MsoNormal align=center style='text-align:center'><b style='mso-bidi-font-weight: normal'><span style='font-size:24.0pt'>Introduction to Machine Learning<o:p></o:p></span></b></p> <p class=MsoNormal align=center style='text-align:center'><b style='mso-bidi-font-weight: normal'><span style='font-size:24.0pt'>Fall 2019<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;mso-outline-level:1; background:white'><b><span style='font-size:24.0pt;font-family:Helvetica; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica; color:#303030;mso-font-kerning:18.0pt'>Syllabus<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;mso-outline-level:1; background:white'><b><span style='font-size:24.0pt;font-family:Helvetica; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica; color:#303030;mso-font-kerning:18.0pt'><o:p>&nbsp;</o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;mso-outline-level:1; background:white'><b><span style='font-size:20.0pt;mso-bidi-font-size:24.0pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#303030;mso-font-kerning:18.0pt'>Sections<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>This class is offered in two independent sections. The homework and final exam will be the same for both classes, though the mid-term exams will be different.<span style="mso-spacerun:yes">� </span>Students in either section should feel free to attend office hours with any of the instructors or <span class=SpellE>TAs.</span><o:p></o:p></span></p> <table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0 style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt; mso-yfti-tbllook:1184;mso-padding-alt:0in 5.4pt 0in 5.4pt'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'> <td width=88 valign=top style='width:88.45pt;border:solid windowtext 1.0pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#515151'>Section<o:p></o:p></span></p> </td> <td width=92 valign=top style='width:91.7pt;border:solid windowtext 1.0pt; border-left:none;mso-border-left-alt:solid windowtext .5pt;mso-border-alt: solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#515151'>Instructor<o:p></o:p></span></p> </td> <td width=197 valign=top style='width:196.8pt;border:solid windowtext 1.0pt; border-left:none;mso-border-left-alt:solid windowtext .5pt;mso-border-alt: solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#515151'>Time<o:p></o:p></span></p> </td> <td width=91 valign=top style='width:90.55pt;border:solid windowtext 1.0pt; border-left:none;mso-border-left-alt:solid windowtext .5pt;mso-border-alt: solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#515151'>Classroom<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:1'> <td width=88 valign=top style='width:88.45pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#515151'>0101<o:p></o:p></span></p> </td> <td width=92 valign=top style='width:91.7pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><a href="http://www.cs.umd.edu/~djacobs/"><span style='font-family:Helvetica; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica'>David Jacobs</span></a><span style='font-family:Helvetica;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Helvetica;color:#515151'><o:p></o:p></span></p> </td> <td width=197 valign=top style='width:196.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#515151'>MW&nbsp;2:00 pm&nbsp;-&nbsp;3:15 pm<o:p></o:p></span></p> </td> <td width=91 valign=top style='width:90.55pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#515151'>CSI&nbsp;1115<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:2;mso-yfti-lastrow:yes'> <td width=88 valign=top style='width:88.45pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#515151'>0201<o:p></o:p></span></p> </td> <td width=92 valign=top style='width:91.7pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><a href="http://www.umiacs.umd.edu/~ramani"><span class=SpellE><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica'>Ramani</span></span><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica'> <span class=SpellE>Duraiswami</span></span></a><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p></o:p></span></p> </td> <td width=197 valign=top style='width:196.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span class=SpellE><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>TuTh</span></span><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'> 9:30 am&nbsp;-&nbsp;10:45 am <o:p></o:p></span></p> </td> <td width=91 valign=top style='width:90.55pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal style='mso-margin-bottom-alt:auto'><span style='font-family: Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#515151'>IRB&nbsp;0318<o:p></o:p></span></p> </td> </tr> </table> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0 width=625 style='border-collapse:collapse;mso-table-layout-alt:fixed;border:none; mso-border-alt:solid windowtext .5pt;mso-yfti-tbllook:1184;mso-padding-alt: 0in 5.4pt 0in 5.4pt'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'> <td width=625 colspan=9 valign=top style='width:624.55pt;border:solid windowtext 1.0pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal align=center style='text-align:center'><b style='mso-bidi-font-weight:normal'>Personnel<o:p></o:p></b></p> </td> </tr> <tr style='mso-yfti-irow:1'> <td width=62 valign=top style='width:62.35pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p> </td> <td width=95 valign=top style='width:94.95pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'>Instructor<o:p></o:p></span></b></p> </td> <td width=70 valign=top style='width:69.5pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'>Instructor<o:p></o:p></span></b></p> </td> <td width=398 colspan=6 valign=top style='width:397.75pt;border-top:none; border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal align=center style='text-align:center'><b style='mso-bidi-font-weight:normal'><span style='font-family:Times; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:"Times New Roman"'>Teaching Assistants<o:p></o:p></span></b></p> </td> </tr> <tr style='mso-yfti-irow:2'> <td width=62 valign=top style='width:62.35pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'>Name<o:p></o:p></span></b></p> </td> <td width=95 valign=top style='width:94.95pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='mso-bidi-font-family:"Times New Roman"'><a href="http://www.cs.umd.edu/~djacobs">David Jacobs</a></span><b style='mso-bidi-font-weight:normal'><span style='font-family:Times; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></b></p> </td> <td width=70 valign=top style='width:69.5pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'><a href="http://www.umiacs.umd.edu/~ramani"><span class=SpellE><span style='mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica'>Ramani</span></span><span style='mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica'> <span class=SpellE>Duraiswami</span></span></a></span><span style='font-size: 10.0pt;font-family:Times'><o:p></o:p></span></p> </td> <td width=76 valign=top style='width:1.05in;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Juan <span class=SpellE>Luque</span><o:p></o:p></span></p> </td> <td width=60 valign=top style='width:59.55pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Justin <span class=SpellE>Shen</span><o:p></o:p></span></p> </td> <td width=66 valign=top style='width:65.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Alexander Hoyle<o:p></o:p></span></p> </td> <td width=66 valign=top style='width:65.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Yow-Ting <span class=SpellE>Shiue</span><o:p></o:p></span></p> </td> <td width=43 valign=top style='width:43.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Chen <span class=SpellE>Chen</span><o:p></o:p></span></p> </td> <td width=88 valign=top style='width:88.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span class=SpellE><span style='font-family:Times'>Runxing</span></span><span style='font-family:Times'><o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Times'>Lin<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:3'> <td width=62 valign=top style='width:62.35pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'>Office<o:p></o:p></span></b></p> </td> <td width=95 valign=top style='width:94.95pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:"Times New Roman"'>IRB 4240<o:p></o:p></span></p> </td> <td width=70 valign=top style='width:69.5pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>IRB 4244<o:p></o:p></span></p> </td> <td width=76 valign=top style='width:1.05in;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>IRB 1108<o:p></o:p></span></p> </td> <td width=60 valign=top style='width:59.55pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>IRB 1108</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> <td width=66 valign=top style='width:65.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>IRB 1108</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> <td width=66 valign=top style='width:65.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>IRB 1108</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> <td width=43 valign=top style='width:43.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>IRB 1108</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> <td width=88 valign=top style='width:88.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>IRB 1108<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:4'> <td width=62 valign=top style='width:62.35pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'>Office Hours<o:p></o:p></span></b></p> </td> <td width=95 valign=top style='width:94.95pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Mon 9-10, Tues 11-12<o:p></o:p></span></p> </td> <td width=70 valign=top style='width:69.5pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Wed 10-12<o:p></o:p></span></p> </td> <td width=76 valign=top style='width:1.05in;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>M 3:30-5:30<o:p></o:p></span></p> </td> <td width=60 valign=top style='width:59.55pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span class=SpellE><span style='font-family:Times'>Tu</span></span><span style='font-family:Times'> 1-3<o:p></o:p></span></p> </td> <td width=66 valign=top style='width:65.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Fri 9-11<o:p></o:p></span></p> </td> <td width=66 valign=top style='width:65.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>W 9-11<o:p></o:p></span></p> </td> <td width=43 valign=top style='width:43.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Th 1-3<o:p></o:p></span></p> </td> <td width=88 valign=top style='width:88.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Times'>Tues 9-11<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:5;mso-yfti-lastrow:yes'> <td width=62 valign=top style='width:62.35pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'>Email<o:p></o:p></span></b></p> </td> <td width=95 valign=top style='width:94.95pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span class=SpellE><span class=GramE><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'>djacobs</span></span></span><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'> (at) <span class=SpellE>cs</span><o:p></o:p></span></p> </td> <td width=70 valign=top style='width:69.5pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span class=SpellE><span class=GramE><span style='font-family:Times'>ramani</span></span></span><span style='font-family: Times'> (at) <span class=SpellE>cs</span><o:p></o:p></span></p> </td> <td width=76 valign=top style='width:1.05in;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'></td> <td width=60 valign=top style='width:59.55pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p> </td> <td width=66 valign=top style='width:65.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p> </td> <td width=66 valign=top style='width:65.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p> </td> <td width=43 valign=top style='width:43.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p> </td> <td width=88 valign=top style='width:88.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><b style='mso-bidi-font-weight:normal'><span style='font-family:Times;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p></span></b></p> </td> </tr> </table> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:2;background:white'><b><span style='font-size:18.0pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Prerequisites<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span class=GramE><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>CMSC320, CMSC330, and CMSC351, one of (MATH240, MATH461); and permission of CMNS-Computer Science department.</span></span><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>There will be a lot of math in this class and if you do not come prepared, life will be rough. <o:p></o:p></span></p> <p class=MsoListParagraphCxSpFirst style='mso-margin-bottom-alt:auto; mso-add-space:auto;text-indent:-.25in;line-height:normal;mso-list:l1 level1 lfo1; background:white'><![if !supportLists]><span style='font-size:12.0pt; font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol; color:#515151'><span style='mso-list:Ignore'>�<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span style='font-size:12.0pt;font-family:Helvetica; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica; color:#515151'>You must be able to take derivatives by hand (preferably of multivariate functions). <o:p></o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='mso-margin-bottom-alt:auto; mso-add-space:auto;text-indent:-.25in;line-height:normal;mso-list:l1 level1 lfo1; background:white'><![if !supportLists]><span style='font-size:12.0pt; font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol; color:#515151'><span style='mso-list:Ignore'>�<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span style='font-size:12.0pt;font-family:Helvetica; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica; color:#515151'>You must know what the chain rule of probability is, and Bayes' rule. <o:p></o:p></span></p> <p class=MsoListParagraphCxSpMiddle style='mso-margin-bottom-alt:auto; mso-add-space:auto;text-indent:-.25in;line-height:normal;mso-list:l1 level1 lfo1; background:white'><![if !supportLists]><span style='font-size:12.0pt; font-family:Symbol;mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol; color:#515151'><span style='mso-list:Ignore'>�<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span style='font-size:12.0pt;font-family:Helvetica; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica; color:#515151'>Linear algebra would be helpful, but is not necessary: for instance, dot products and their relationship to projections onto subspaces. <o:p></o:p></span></p> <p class=MsoListParagraphCxSpLast style='mso-margin-bottom-alt:auto;mso-add-space: auto;text-indent:-.25in;line-height:normal;mso-list:l1 level1 lfo1;background: white'><![if !supportLists]><span style='font-size:12.0pt;font-family:Symbol; mso-fareast-font-family:Symbol;mso-bidi-font-family:Symbol;color:#515151'><span style='mso-list:Ignore'>�<span style='font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></span><![endif]><span style='font-size:12.0pt;font-family:Helvetica; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica; color:#515151'>If you haven't at least seen these things before, you will need to invest a significant amount of time to catch up on math background.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>On the programming side, projects will be in Python; you should understand basic computer science concepts (like recursion), basic data structures (trees, graphs), and basic algorithms (search, sorting, etc.).<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:2;background:white'><b><span style='font-size:18.0pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Grading<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>The purpose of assignments &amp; grading is to provide extra incentive to help you keep up with the material and assess how well you understand it, so that you have a solid background in machine learning by the end of the semester.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>We expect students to <o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>- Come to class prepared, having completed the assigned readings. <o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>- Complete the assigned homework assignments before the class its due, and be prepared to discuss their solution in class.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><span style="mso-spacerun:yes">�</span>- Participate actively in discussions both in person and online.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>Your grade will be based on:<o:p></o:p></span></p> <ul style='margin-top:0in' type=disc> <li class=MsoNormal style='color:#515151;mso-margin-bottom-alt:auto; mso-list:l2 level1 lfo2;tab-stops:list .5in;background:white'><span class=SpellE><i><span style='font-family:Helvetica;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Helvetica'>Homeworks</span></i></span><i><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica'> and Implementations (35%)</span></i><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica'>. There will be nine of these. Some of these will be regular problem sets, which are due the following week, while some will be implementations of machine learning algorithms in Python, for which you have two weeks. <b style='mso-bidi-font-weight:normal'>These are to be completed individually</b>.<o:p></o:p></span></li> <li class=MsoNormal style='color:#515151;mso-margin-bottom-alt:auto; mso-list:l2 level1 lfo2;tab-stops:list .5in;background:white'><i><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica'>Midterm exam (25%)</span></i><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica'>. There will be an in-class midterm exam, obviously to be completed individually. You may bring one handwritten sheet of notes, prepared by you.<o:p></o:p></span></li> <li class=MsoNormal style='color:#515151;mso-margin-bottom-alt:auto; mso-list:l2 level1 lfo2;tab-stops:list .5in;background:white'><i><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica'>Final exam (40%)</span></i><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica'>. There will be a (cumulative) final exam, during the official slot, to be completed individually. You may bring one handwritten sheet of notes, prepared by you.<o:p></o:p></span></li> </ul> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:2;background:white'><b><span style='font-size:18.0pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Communication and Discussion<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>Both sections will be using Piazza for class-related discussion and communication. The system is highly catered to getting you help fast and efficiently from classmates, the TAs, and the instructors. Rather than emailing questions to the teaching staff, please post your questions on Piazza (either as public discussions or as private posts to instructors). Piazza allows both anonymous and public messages. All messages sent to the <span class=GramE>instructors</span> email addresses will be initially redirected to Piazza, and later ignored.<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Helvetica;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Helvetica;color:#515151'>Find our class page at:&nbsp;</span><span style='font-family:Helvetica;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:"Times New Roman"'><a href="https://piazza.com/umd/fall2019/cmsc422/home">https://piazza.com/umd/fall2019/cmsc422/home</a></span><span style='font-family:Times;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: "Times New Roman"'><o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style="mso-spacerun:yes">�</span><span style='font-family:Helvetica;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Helvetica;color:#515151'>If you have any problems or feedback for the developers, email <a href="mailto:team@piazza.com">team@piazza.com</a>.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:2;background:white'><b><span style='font-size:18.0pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Policies<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:3;background:white'><b><span style='font-size:13.5pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Lateness<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>Late <span class=SpellE>homeworks</span> are not allowed. Period. No exceptions. The time deadlines are automatic and unforgiving. If you handed something in and do not get a score for an assignment, you have one week to let us know about the issue.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:3;background:white'><b><span style='font-size:13.5pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Excused Absences<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>Any student who needs to be excused for an absence from a single lecture, recitation, or lab due to a medically necessitated absence shall:<o:p></o:p></span></p> <ul type=disc> <li class=MsoNormal style='color:#515151;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level1 lfo3;tab-stops:list .5in;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica'>a) Make a reasonable attempt to inform the instructor of his/her illness prior to the class via piazza.<o:p></o:p></span></li> <li class=MsoNormal style='color:#515151;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l0 level1 lfo3;tab-stops:list .5in;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica'>b) Upon returning to the class, present their instructor with a self-signed note attesting to the date of their illness. Each note must contain an acknowledgment by the student that the information provided is true and correct. Providing false information to University officials is prohibited under Part 9(<span class=SpellE>i</span>) of the Code of Student Conduct (V-<span class=GramE>1.00(</span>B) University of Maryland Code of Student Conduct) and may result in disciplinary action.<o:p></o:p></span></li> </ul> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>The self-documentation may not be used for the Major Scheduled Grading Events as defined below and it may only be used for only 1 class meeting (or more, if you choose) during the semester. <span class=GramE>Any student who needs to be excused for a prolonged absence (2 or more consecutive class meetings), or for a Major Scheduled Grading Event,</span> must provide written documentation of the illness from the Health Center or from an outside health care provider. This documentation must verify dates of treatment and indicate the timeframe that the student was unable to meet academic responsibilities. In addition, it must contain the name and phone number of the medical service provider to be used if verification is needed. No diagnostic information will ever be requested. <b style='mso-bidi-font-weight: normal'>The Major Scheduled Grading Events for this course include: the midterm exam, and the final exam.<o:p></o:p></b></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><b style='mso-bidi-font-weight:normal'><span style='font-family:Helvetica; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica; color:#515151'><o:p>&nbsp;</o:p></span></b></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:3;background:white'><b><span style='font-size:13.5pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Disability Support<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>Any student eligible for and requesting reasonable academic accommodations due to a disability is requested to provide, to the instructor in office hours, a letter of accommodation from the Office of Disability Support Services (DSS)&nbsp;<i>within the first TWO weeks of the semester</i>.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:3;background:white'><b><span style='font-size:13.5pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Academic Integrity<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>In this course you are responsible for both the&nbsp;</span><a href="http://www.jpo.umd.edu/"><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#AC4142'>University s Code of Academic Integrity</span></a><span style='font-family:Helvetica;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Helvetica;color:#515151'>&nbsp;and&nbsp;</span><a href="http://it.umd.edu/aup"><span style='font-family:Helvetica;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Helvetica;color:#AC4142'>the University of Maryland Guidelines for Acceptable Use of Computing Resources</span></a><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>. Any evidence of unacceptable use of computer accounts or unauthorized cooperation on tests and assignments will be submitted to the Student Honor Council, which could result in an XF for the course, suspension, or expulsion from the University.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><b style='mso-bidi-font-weight:normal'><span style='font-family:Helvetica; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Helvetica; color:#515151'>Note that posting project solutions in a public online location is a violation of your academic integrity policy.<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>Any homework or exam that is handed in must be your own work. However, talking with one another to understand the material better is strongly encouraged. Recognizing the distinction between cheating and cooperation is very important. If you copy someone else's solution, you are cheating. If you let someone else copy your solution, you are cheating. If someone dictates a solution to you, you are cheating. Everything you hand in must be in your own words, and based on your own understanding of the solution. If someone helps you understand the problem during a high-level discussion, you are not cheating. We strongly encourage students to help one another understand the material presented in class, in the book, and general issues relevant to the assignments. When taking an exam, you must work independently. Any collaboration during an exam will be considered cheating. Any student who is caught cheating will be given an E in the course and referred to the University Student Behavior Committee. Please don't take that chance - if you're having trouble understanding the material, please let us know and we will be more than happy to help.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:3;background:white'><b><span style='font-size:13.5pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Anti-Harassment<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>The open exchange of ideas, the freedom of thought and expression, and respectful scientific debate are central to the aims and goals of this course. These require a community and an environment that recognizes the inherent worth of every person and group, that fosters dignity, understanding, and mutual respect, and that embraces diversity. Harassment and hostile behavior are unwelcome in any part of this course. This includes: speech or behavior that intimidates, creates discomfort, or interferes with a person s participation or opportunity for participation in the course. We aim for this course to be an environment where harassment in any form does not happen, including but not limited to: harassment based on race, gender, religion, age, color, national origin, ancestry, disability, sexual orientation, or gender identity. Harassment includes degrading verbal comments, deliberate intimidation, stalking, harassing photography or recording, inappropriate physical contact, and unwelcome sexual attention. Please contact an instructor or CS staff member if you have questions or if you feel you are the victim of harassment (or otherwise witness harassment of others).<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:2;background:white'><b><span style='font-size:18.0pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Course evaluations<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>We welcome your suggestions for improving this <span class=GramE>class,</span> please don t hesitate to share it with the instructor or the TA during the semester! You will also be asked to give feedback using the&nbsp;<a href="http://www.courseevalum.umd.edu/"><span class=SpellE><span style='color:#AC4142'>CourseEvalUM</span></span></a>&nbsp;system at the end of the semester. Your feedback will help us make the course better.<o:p></o:p></span></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'><o:p>&nbsp;</o:p></span></p> <p class=MsoNormal style='mso-margin-top-alt:auto;mso-margin-bottom-alt:auto; mso-outline-level:2;background:white'><b><span style='font-size:18.0pt; font-family:Helvetica;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family: Helvetica;color:#313131'>Right to change information<o:p></o:p></span></b></p> <p class=MsoNormal style='mso-margin-bottom-alt:auto;background:white'><span style='font-family:Helvetica;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Helvetica;color:#515151'>Although every effort has been made to be complete and accurate, unforeseen circumstances arising during the semester could require the adjustment of any material given here. Consequently, given due notice to students, the instructor reserves the right to change any information on this syllabus or in other course materials.<o:p></o:p></span></p> <span style='font-size:12.0pt;font-family:Cambria;mso-ascii-theme-font:minor-latin; mso-fareast-font-family:"-�3� fg";mso-fareast-theme-font:minor-fareast; mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman"; mso-bidi-theme-font:minor-bidi;mso-ansi-language:EN-US;mso-fareast-language: EN-US;mso-bidi-language:AR-SA'><br clear=all style='mso-special-character:line-break; page-break-before:always'> </span> <p class=MsoNormal><o:p>&nbsp;</o:p></p> <h2 style='background:white'><span style='font-family:Helvetica;mso-bidi-font-family: Helvetica;color:#313131'>Textbook<o:p></o:p></span></h2> <p style='margin-top:0in;background:white'><span style='font-family:Helvetica; mso-bidi-font-family:Helvetica;color:#515151'>Our primary source of readings will be<span class=apple-converted-space>&nbsp;</span></span><a href="http://ciml.info/"><span style='font-family:Helvetica;mso-bidi-font-family: Helvetica;color:#AC4142'>A Course in Machine Learning</span></a><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica;color:#515151'> (CIML), a collection of notes by Prof<span class=GramE>. <span class=apple-converted-space>&nbsp;</span></span></span><a href="http://hal3.name/"><span style='font-family:Helvetica;mso-bidi-font-family: Helvetica;color:#AC4142'>Hal <span class=SpellE>Daum�</span> III</span></a><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica;color:#515151'>, which provides a gentle and thorough introduction to the field of machine learning. We will use another online book by </span><a href="http://incompleteideas.net/book/the-book-2nd.html"><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica'>Sutton and <span class=SpellE>Barto</span></span></a><span style='font-family:Helvetica; mso-bidi-font-family:Helvetica;color:#515151'> (S&amp;B) for reinforcement learning.<o:p></o:p></span></p> <p style='margin-top:0in;background:white'><span style='font-family:Helvetica; mso-bidi-font-family:Helvetica;color:#515151'>Other recommended (but not required) books:<o:p></o:p></span></p> <ul type=disc> <li class=MsoNormal style='color:#515151;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l3 level1 lfo4;tab-stops:list .5in;background:white'><span style='color:windowtext'><a href="http://www.cs.bris.ac.uk/~flach/mlbook/"><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica;color:#AC4142'>Machine Learning: The Art and Science of Algorithms that Make Sense of Data</span></a></span><span class=MsoHyperlink><span style='font-family:Helvetica;mso-bidi-font-family: Helvetica;color:#AC4142'> </span></span><span style='font-family:Helvetica; mso-bidi-font-family:Helvetica'>by Peter <span class=SpellE>Flach</span> (ISBN 1107422221)<o:p></o:p></span></li> <li class=MsoNormal style='color:#515151;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l3 level1 lfo4;tab-stops:list .5in;background:white'><span style='color:windowtext'><a href="http://research.microsoft.com/~cmbishop/PRML/index.htm"><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica;color:#AC4142'>Pattern Recognition and Machine Learning</span></a></span><span class=apple-converted-space><span style='font-family:Helvetica;mso-bidi-font-family: Helvetica'>&nbsp;</span></span><span style='font-family:Helvetica; mso-bidi-font-family:Helvetica'>by Chris Bishop (ISBN 0387310738)<o:p></o:p></span></li> <li class=MsoNormal style='color:#515151;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l3 level1 lfo4;tab-stops:list .5in;background:white'><span style='color:windowtext'><a href="http://www.cs.cmu.edu/~tom/mlbook.html"><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica;color:#AC4142'>Machine Learning</span></a></span><span class=apple-converted-space><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica'>&nbsp;</span></span><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica'>by Tom Mitchell (ISBN 0070428077)<o:p></o:p></span></li> <li class=MsoNormal style='color:#515151;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l3 level1 lfo4;tab-stops:list .5in;background:white'><span style='color:windowtext'><a href="http://www-stat.stanford.edu/~tibs/ElemStatLearn/"><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica;color:#AC4142'>Elements of Statistical Learning</span></a></span><span class=apple-converted-space><span style='font-family:Helvetica;mso-bidi-font-family: Helvetica'>&nbsp;</span></span><span style='font-family:Helvetica; mso-bidi-font-family:Helvetica'>by Trevor Hastie, Robert <span class=SpellE>Tibshirani</span> and Jerome Friedman (ISBN 0387952845)<o:p></o:p></span></li> <li class=MsoNormal style='color:#515151;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l3 level1 lfo4;tab-stops:list .5in;background:white'><span style='color:windowtext'><a href="http://www.inference.phy.cam.ac.uk/mackay/itprnn/book.html"><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica;color:#AC4142'>Information Theory, Inference and Learning Algorithms</span></a></span><span class=apple-converted-space><span style='font-family:Helvetica;mso-bidi-font-family: Helvetica'>&nbsp;</span></span><span style='font-family:Helvetica; mso-bidi-font-family:Helvetica'>by David MacKay (ISBN 0521642981)<o:p></o:p></span></li> <li class=MsoNormal style='color:#515151;mso-margin-top-alt:auto;mso-margin-bottom-alt: auto;mso-list:l3 level1 lfo4;tab-stops:list .5in;background:white'><span style='color:windowtext'><a href="http://mitpress.mit.edu/catalog/item/default.asp?ttype=2&amp;tid=7334"><span style='font-family:Helvetica;mso-bidi-font-family:Helvetica;color:#AC4142'>An Introduction to Computational Learning Theory</span></a></span><span class=apple-converted-space><span style='font-family:Helvetica;mso-bidi-font-family: Helvetica'>&nbsp;</span></span><span style='font-family:Helvetica; mso-bidi-font-family:Helvetica'>by Michael Kearns and <span class=SpellE>Umesh</span> <span class=SpellE>Vazirani</span> (ISBN 0262111934)<o:p></o:p></span></li> </ul> <p>Below is a schedule for problem sets and lectures.<span style="mso-spacerun:yes">� </span>There may be some changes in these as the semester progresses.<span style="mso-spacerun:yes">� </span><span style='color:red'>PS </span>shown in red indicates schedule for Prof. <span class=SpellE>Duraiswami</span>, PS shown in black shows schedule for Prof. Jacobs.</p> <table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0 style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt; mso-yfti-tbllook:1184;mso-padding-alt:0in 5.4pt 0in 5.4pt'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes;height:15.15pt'> <td width=490 colspan=6 valign=top style='width:490.15pt;border:solid windowtext 1.0pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'>Problem Set Schedule</p> </td> </tr> <tr style='mso-yfti-irow:1;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p><o:p>&nbsp;</o:p></p> </td> <td width=154 colspan=2 valign=top style='width:153.75pt;border-top:none; border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'><span class=SpellE>Duraiswami</span></p> </td> <td width=142 colspan=2 valign=top style='width:141.8pt;border-top:none; border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'>Jacobs</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'>Topic</p> </td> </tr> <tr style='mso-yfti-irow:2;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p><o:p>&nbsp;</o:p></p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'>Assigned</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'>Due</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'>Assigned</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'>Due</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'><o:p>&nbsp;</o:p></p> </td> </tr> <tr style='mso-yfti-irow:3;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>PS1</p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Thurs. 8/29</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Thurs. 9/5</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 8/28</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 9/4</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Review</p> </td> </tr> <tr style='mso-yfti-irow:4;height:8.5pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:8.5pt'> <p>PS2</p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:8.5pt'> <p>Thurs. 9/5</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:8.5pt'> <p>Thurs. 9/12</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:8.5pt'> <p>Wed. 9/11</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:8.5pt'> <p>Wed. 9/18</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:8.5pt'> <p><span class=SpellE>Perceptrons</span></p> </td> </tr> <tr style='mso-yfti-irow:5;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>PS3</p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 9/18</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 9/25</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 9/18</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 9/25</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Gradient Descent</p> </td> </tr> <tr style='mso-yfti-irow:6;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>PS4</p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 9/25</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 10/9</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 9/25</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 10/9</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Implementation of Neural Networks</p> </td> </tr> <tr style='mso-yfti-irow:7;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>PS5</p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 10/9</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 10/16</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 10/9</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Wed. 10/16</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Probabilistic Models</p> </td> </tr> <tr style='mso-yfti-irow:8;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Midterm</p> </td> <td width=154 colspan=2 valign=top style='width:153.75pt;border-top:none; border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'>Thurs. 10/17</p> </td> <td width=142 colspan=2 valign=top style='width:141.8pt;border-top:none; border-left:none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'>Mon. 10/21</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p align=center style='text-align:center'><o:p>&nbsp;</o:p></p> </td> </tr> <tr style='mso-yfti-irow:9;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>PS6</p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 10/21</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 11/4</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 10/21</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 11/4</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Implementation of E-M</p> </td> </tr> <tr style='mso-yfti-irow:10;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>PS7</p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 11/4</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 11/18</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 11/4</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 11/18</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Implementation of logistic regression, PCA</p> </td> </tr> <tr style='mso-yfti-irow:11;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>PS8</p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon.<span style="mso-spacerun:yes">� </span>11/18</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 11/25</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 11/18</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 11/25</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>SVMs</p> </td> </tr> <tr style='mso-yfti-irow:12;mso-yfti-lastrow:yes;height:15.15pt'> <td width=53 valign=top style='width:52.8pt;border:solid windowtext 1.0pt; border-top:none;mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>PS9</p> </td> <td width=79 valign=top style='width:78.75pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 12/2</p> </td> <td width=75 valign=top style='width:75.0pt;border-top:none;border-left:none; border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 12/9</p> </td> <td width=72 valign=top style='width:71.65pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 12/2</p> </td> <td width=70 valign=top style='width:70.15pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Mon. 12/9</p> </td> <td width=142 valign=top style='width:141.8pt;border-top:none;border-left: none;border-bottom:solid windowtext 1.0pt;border-right:solid windowtext 1.0pt; mso-border-top-alt:solid windowtext .5pt;mso-border-left-alt:solid windowtext .5pt; mso-border-alt:solid windowtext .5pt;padding:0in 5.4pt 0in 5.4pt;height:15.15pt'> <p>Learning Theory, Bias and Fairness</p> </td> </tr> </table> <p><o:p>&nbsp;</o:p></p> <p><o:p>&nbsp;</o:p></p> <table class=MsoTableGrid border=1 cellspacing=0 cellpadding=0 style='border-collapse:collapse;border:none;mso-border-alt:solid windowtext .5pt; mso-yfti-tbllook:1696;mso-padding-alt:0in 5.4pt 0in 5.4pt'> <tr style='mso-yfti-irow:0;mso-yfti-firstrow:yes'> <td valign=top style='border:solid windowtext 1.0pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span class=SpellE><span style='font-family:Calibri; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Calibri; color:black'>Lec</span></span><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><o:p></o:p></span></p> </td> <td valign=top style='border:solid windowtext 1.0pt;border-left:none; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Date<o:p></o:p></span></p> </td> <td valign=top style='border:solid windowtext 1.0pt;border-left:none; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Content<o:p></o:p></span></p> </td> <td valign=top style='border:solid windowtext 1.0pt;border-left:none; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Source<o:p></o:p></span></p> </td> <td valign=top style='border:solid windowtext 1.0pt;border-left:none; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Problem Set<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:1'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>1.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>08/26<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>08/27<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Introduction -- including discussion of what we expect you to already know. <o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>CIML </span><a href="http://ciml.info/dl/v0_99/ciml-v0_99-ch01.pdf"><span style='font-family: Calibri;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Calibri'>1</span></a><span style='font-family:Calibri;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Calibri;color:black'>, </span><a href="http://ciml.info/dl/v0_99/ciml-v0_99-ch02.pdf"><span style='font-family: Calibri;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Calibri'>2</span></a><span style='font-family:Calibri;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Calibri;color:black'>, </span><a href="http://ciml.info/dl/v0_99/ciml-v0_99-ch03.pdf"><span style='font-family: Calibri;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Calibri'>3</span></a><span style='font-family:Calibri;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Calibri;color:black'>, </span><a href="http://ciml.info/dl/v0_99/ciml-v0_99-ch15.pdf"><span style='font-family: Calibri;mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:Calibri'>15-15.2</span></a><span style='font-family:Calibri;mso-fareast-font-family:"Times New Roman"; mso-bidi-font-family:Calibri;color:black'>.<o:p></o:p></span></p> <p class=MsoNormal><span style='font-size:10.0pt;font-family:Times; mso-fareast-font-family:"Times New Roman";mso-bidi-font-family:"Times New Roman"'><a href="http://www.umiacs.umd.edu/~hal/courses/2013S_ML/math4ml.pdf"><span style='font-size:12.0pt;font-family:"Times New Roman";color:purple'>Math for Machine Learning</span></a><o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:2'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>2.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>08/28<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>08/29<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Review material on regression, classification, clustering, data sets, distributions, <span class=SpellE>overfitting</span>/generalization<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><o:p>&nbsp;</o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>PS1 on review material<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'>PS1<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:3'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>3.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/04<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/03<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Linear classifiers: <span class=SpellE>Perceptrons</span> <o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>CIML 4-4.5<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:4'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>4.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/09<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/05<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Perceptron continued <o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>CIML 4.5-4.7<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'>PS2<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:5'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>5.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/11<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/10<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Practicalities of ML, including <span class=SpellE>overfitting</span><o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>CIML 5-5.6<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>PS2 on <span class=SpellE>Perceptrons</span><o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:6'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>6.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/16<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/12<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><span style="mso-spacerun:yes">�</span>Linear Classifiers and Gradient Descent <o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>CIML 7-7.4<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'>PS3<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:7'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>7.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/18<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/17<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><span style="mso-spacerun:yes">�</span>Neural Networks, how a trained network works.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>CIML 7.5, 10-10.1<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>PS3 on Gradient Descent<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:8'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>8.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/23<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/19<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><span style="mso-spacerun:yes">�</span>Neural Networks, training the network.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>CIML 10.2-10.3<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'>PS4<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:9'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>9.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/25<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/24<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><span style="mso-spacerun:yes">�</span>Deep Learning <o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>CIML 10.6<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>PS4 Implementation of NNs<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:10'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/30<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>09/26<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Deep Learning cont d<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>TBD<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:11'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/02<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/01<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Probabilistic Models <o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>CIML 9-9.5<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:12'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>12.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/07<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/03<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Probabilistic Models cont d <o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>CIML 9.6-9.7<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'>PS5<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:13'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>13.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/09<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/08<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>Mixture of Gaussians<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>TBD<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>PS5 on Probabilistic Models<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:14'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>14.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/14<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/10<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>E-M<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>TBD<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:15'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>15.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/16<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/15<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'></td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'></td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>PS 5 Due<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>Midterm practice problems<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:16'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>16.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/21<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/17<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Midterm <o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'>PS6<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>PS6 Implementation of E-M<span style='color:red'><o:p></o:p></span></span></p> </td> </tr> <tr style='mso-yfti-irow:17'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>17.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/23<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/22<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Go over midterm <o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:18'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>18.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/28<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/24<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>Linear regression, logistic regression<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>CIML 7.6, 9.6</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:19'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>19.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/30<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/29<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>Principal Component Analysis (PCA)<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-ascii-theme-font: major-latin;mso-hansi-theme-font:major-latin'>CIML 15.2<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:20'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>20.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/04<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>10/31<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Kernels<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>CIML 11-11.3</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'></td> </tr> <tr style='mso-yfti-irow:21'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>21.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/06<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/05<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>SVM<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>CIML 11.4-11.6</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:22'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>22.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/11<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/07<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>SVM cont d<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'></td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'></td> </tr> <tr style='mso-yfti-irow:23'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>23.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/13<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/12<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>Learning Theory<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>CIML 12</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:24'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>24.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/18<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/14<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>Reinforcement learning<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'></td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:25'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>25.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/20<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/19<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Deep Reinforcement Learning<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'></td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:26'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>26.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/25<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/21<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Generative Adversarial Networks (GANs)<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>TBD<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>PS8 Due<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'>PS8 Due<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>Practice problems for final.<span style='color:red'><o:p></o:p></span></span></p> </td> </tr> <tr style='mso-yfti-irow:27'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>27.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>12/02<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>11/26<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>Bias and Fairness<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>CIML 8</span><span style='font-size:10.0pt'><o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'>PS9<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>PS9 Learning Theory, Bias and Fairness.<span style="mso-spacerun:yes">� </span><o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:28'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>28.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>12/04<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>12/03<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Review, practice solving problems<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'></td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:29'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>29.<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>12/09<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>12/05<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><span style="mso-spacerun:yes">�</span>Conclusions, AI and Society<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'><o:p>&nbsp;</o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri'>PS9 Due<o:p></o:p></span></p> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:red'>PS9 Due<o:p></o:p></span></p> </td> </tr> <tr style='mso-yfti-irow:30;mso-yfti-lastrow:yes'> <td valign=top style='border:solid windowtext 1.0pt;border-top:none; mso-border-top-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>30<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>12/16<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'>Common Final: 6:30-8:30pm<o:p></o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><o:p>&nbsp;</o:p></span></p> </td> <td valign=top style='border-top:none;border-left:none;border-bottom:solid windowtext 1.0pt; border-right:solid windowtext 1.0pt;mso-border-top-alt:solid windowtext .5pt; mso-border-left-alt:solid windowtext .5pt;mso-border-alt:solid windowtext .5pt; padding:0in 5.4pt 0in 5.4pt'> <p class=MsoNormal><span style='font-family:Calibri;mso-fareast-font-family: "Times New Roman";mso-bidi-font-family:Calibri;color:black'><o:p>&nbsp;</o:p></span></p> </td> </tr> </table> <p><o:p>&nbsp;</o:p></p> <p><o:p>&nbsp;</o:p></p> </div> </body> </html>