Python Data Science Handbook
Download free course Python Data Science Handbook, pdf file on 548 pages by Jake VanderPlas.
Working scientists and data crunchers familiar with reading and writing Python code will find this comprehensive desk reference ideal for tackling day-to-day issues: manipulating, transforming, and cleaning data; visualizing different types of data; and using data to build statistical or machine learning models. Quite simply, this is the must-have reference for scientific computing in Python.
With this handbook, you'll learn how to use:
- IPython and Jupyter: provide computational environments for data scientists using Python;
- NumPy: includes the ndarray for efficient storage and manipulation of dense data arrays in Python;
- Pandas: features the DataFrame for efficient storage and manipulation of labeled/columnar data in Python;
- Matplotlib: includes capabilities for a flexible range of data visualizations in Python;
- Scikit-Learn: for efficient and clean Python implementations of the most important and established machine learning algorithms.
Table of contents
-
IPython: Beyond Normal Python
-
Introduction to NumPy
-
Data Manipulation with Pandas
-
Visualization with Matplotlib
-
Machine Learning
| Pages : | 548 |
| Size : | |
| File type : | |
| Downloads: | 335 |
| Created: | 2022-02-03 |
| License: | CC BY-NC-ND |
| Author(s): | Jake VanderPlas |
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