{"id":72714,"date":"2024-02-21T11:54:40","date_gmt":"2024-02-21T03:54:40","guid":{"rendered":"https:\/\/docs.pingcode.com\/?p=72714"},"modified":"2024-02-21T11:55:11","modified_gmt":"2024-02-21T03:55:11","slug":"java-%e4%b8%ad%e7%9a%84%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%92%8cai%e5%ba%93-2","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/72714.html","title":{"rendered":"Java \u4e2d\u7684\u673a\u5668\u5b66\u4e60\u548cAI\u5e93"},"content":{"rendered":"

\"Java<\/p>\n

\u5728\u63a2\u8ba8Java \u4e2d\u7684\u673a\u5668\u5b66\u4e60\u548cAI<\/a>\u5e93<\/strong>\u65f6\uff0c\u9996\u5148\u8981\u660e\u786e\uff0cJava\u4e3a\u673a\u5668\u5b66\u4e60<\/a>\u548c\u4eba\u5de5\u667a\u80fd<\/a>\uff08AI\uff09\u9879\u76ee\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5e93\u548c\u6846\u67b6\u652f\u6301\u3002\u8fd9\u4e9b\u5de5\u5177\u8986\u76d6\u4e86\u4ece\u6570\u636e\u5904\u7406\u5230\u6df1\u5ea6\u5b66\u4e60\u7684\u5e7f\u6cdb\u9886\u57df\u3002\u5176\u4e2d\uff0c\u6700\u8457\u540d\u7684\u5e93\u5305\u62ecDeeplearning4j\u3001Weka\u3001MOA\u548cDL4J<\/strong>\u3002\u8fd9\u4e9b\u5e93\u63d0\u4f9b\u4e86\u6570\u636e\u9884\u5904\u7406\u3001\u7b97\u6cd5\u5b9e\u73b0\u3001\u6a21\u578b\u8bc4\u4f30\u7b49\u529f\u80fd\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u9ad8\u6548\u5730\u5b9e\u73b0\u673a\u5668\u5b66\u4e60\u9879\u76ee\u3002\u7279\u522b\u662fDeeplearning4j<\/strong>\uff0c\u5b83\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u3001\u5546\u4e1a\u7ea7\u7684\u6df1\u5ea6\u5b66\u4e60\u5e93\uff0c\u4e13\u4e3aJava\u548cJava\u865a\u62df\u673a\uff08JVM\uff09\u8bbe\u8ba1\uff0c\u652f\u6301\u5404\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u662fJava\u4e2d\u6700\u53d7\u6b22\u8fce\u7684AI\u5e93\u4e4b\u4e00\u3002<\/p>\n

### \u4e00\u3001DEEPLEARNING4J\uff08DL4J\uff09<\/p>\n

Deeplearning4j\uff08DL4J\uff09\u662fJava\u9886\u57df\u4e2d\u6700\u5f3a\u5927\u7684\u6df1\u5ea6\u5b66\u4e60\u5de5\u5177\u4e4b\u4e00\u3002\u5b83\u4e0d\u4ec5\u652f\u6301\u591a\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5982\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u3001\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u548c\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\uff0c\u800c\u4e14\u8fd8\u63d0\u4f9b\u4e86\u5206\u5e03\u5f0f\u8ba1\u7b97\u80fd\u529b\uff0c\u4f7f\u5f97\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u7684\u8bad\u7ec3\u53d8\u5f97\u66f4\u52a0\u9ad8\u6548\u3002<\/p>\n

– \u7279\u70b9\u548c\u4f18\u52bf<\/strong>\uff1aDL4J\u8bbe\u8ba1\u4e4b\u521d\u5c31\u8003\u8651\u5230\u4e86\u4f01\u4e1a\u73af\u5883\u7684\u9700\u8981\uff0c\u56e0\u6b64\u5b83\u80fd\u591f\u65e0\u7f1d\u5730\u96c6\u6210\u5230\u73b0\u6709\u7684Java\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684API\u548c\u5de5\u5177\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u3001\u6d4b\u8bd5\u548c\u90e8\u7f72\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002DL4J\u7684\u53e6\u4e00\u4e2a\u91cd\u8981\u7279\u70b9\u662f\u5b83\u7684\u5206\u5e03\u5f0f\u8ba1\u7b97\u80fd\u529b\uff0c\u901a\u8fc7\u4e0eApache Spark\u548cHadoop\u7b49\u5927\u6570\u636e\u6280\u672f\u7684\u96c6\u6210\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5927\u89c4\u6a21\u7684\u6570\u636e\u5904\u7406\u548c\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n

– \u5e94\u7528\u573a\u666f<\/strong>\uff1aDL4J\u5e7f\u6cdb\u5e94\u7528\u4e8e\u56fe\u50cf\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u9884\u6d4b\u5206\u6790\u7b49\u591a\u4e2a\u9886\u57df\u3002\u4f01\u4e1a\u548c\u7814\u7a76\u673a\u6784\u5229\u7528DL4J\u89e3\u51b3\u4e86\u8bb8\u591a\u5b9e\u9645\u95ee\u9898\uff0c\u5982\u5ba2\u6237\u884c\u4e3a\u9884\u6d4b\u3001\u6b3a\u8bc8\u68c0\u6d4b\u548c\u673a\u5668\u7ffb\u8bd1\u7b49\u3002<\/p>\n

### \u4e8c\u3001WEKA<\/p>\n

Weka\u662f\u53e6\u4e00\u4e2a\u5e7f\u6cdb\u4f7f\u7528\u7684Java\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u5b83\u4e3b\u8981\u7528\u4e8e\u6570\u636e\u6316\u6398\u4efb\u52a1\u3002Weka\u63d0\u4f9b\u4e86\u5927\u91cf\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u7528\u4e8e\u6570\u636e\u9884\u5904\u7406\u3001\u5206\u7c7b\u3001\u56de\u5f52\u3001\u805a\u7c7b\u548c\u5173\u8054\u89c4\u5219\u6316\u6398\u3002<\/p>\n

– \u7279\u70b9\u548c\u4f18\u52bf<\/strong>\uff1aWeka\u7684\u4e00\u4e2a\u663e\u8457\u7279\u70b9\u662f\u5b83\u7684\u6613\u7528\u6027\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u56fe\u5f62\u7528\u6237\u754c\u9762\uff0c\u5141\u8bb8\u7528\u6237\u5feb\u901f\u5730\u9009\u62e9\u7b97\u6cd5\uff0c\u8c03\u6574\u53c2\u6570\u5e76\u5bf9\u6570\u636e\u96c6\u8fdb\u884c\u5904\u7406\u3002\u6b64\u5916\uff0cWeka\u8fd8\u53ef\u4ee5\u4f5c\u4e3a\u5e93\u96c6\u6210\u5230\u81ea\u5df1\u7684Java\u5e94\u7528\u7a0b\u5e8f\u4e2d\uff0c\u63d0\u4f9b\u4e86\u7075\u6d3b\u6027\u548c\u6269\u5c55\u6027\u3002<\/p>\n

– \u5e94\u7528\u573a\u666f<\/strong>\uff1aWeka\u9002\u7528\u4e8e\u6559\u80b2\u548c\u7814\u7a76\u9886\u57df\uff0c\u4ee5\u53ca\u9700\u8981\u8fdb\u884c\u5feb\u901f\u539f\u578b\u5f00\u53d1\u7684\u5546\u4e1a\u9879\u76ee\u3002\u5b83\u88ab\u5e7f\u6cdb\u7528\u4e8e\u5b66\u672f\u7814\u7a76\u4e2d\u7684\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\u6559\u5b66\u3002<\/p>\n

### \u4e09\u3001MOA<\/p>\n

MOA\uff08Massive Online Analysis\uff09\u662f\u4e00\u4e2a\u9762\u5411\u6570\u636e\u6d41\u6316\u6398\u7684\u6846\u67b6\uff0c\u4e13\u6ce8\u4e8e\u5b9e\u65f6\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u5206\u6790\u3002MOA\u652f\u6301\u9884\u5904\u7406\u3001\u5206\u7c7b\u3001\u56de\u5f52\u3001\u805a\u7c7b\u7b49\u591a\u79cd\u6570\u636e\u6d41\u6316\u6398\u4efb\u52a1\u3002<\/p>\n

– \u7279\u70b9\u548c\u4f18\u52bf<\/strong>\uff1aMOA\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5176\u9ad8\u6548\u7684\u6570\u636e\u6d41\u5904\u7406\u80fd\u529b\uff0c\u5b83\u53ef\u4ee5\u5904\u7406\u9ad8\u901f\u6d41\u5165\u7684\u6570\u636e\uff0c\u9002\u7528\u4e8e\u9700\u8981\u5b9e\u65f6\u6570\u636e\u5206\u6790\u7684\u573a\u666f\u3002\u6b64\u5916\uff0cMOA\u652f\u6301\u52a8\u6001\u8c03\u6574\u5b66\u4e60\u6a21\u578b\uff0c\u4ee5\u9002\u5e94\u6570\u636e\u6d41\u4e2d\u7684\u53d8\u5316\u3002<\/p>\n

– \u5e94\u7528\u573a\u666f<\/strong>\uff1aMOA\u9002\u7528\u4e8e\u91d1\u878d\u5e02\u573a\u5206\u6790\u3001\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u76d1\u63a7\u548c\u7269\u8054\u7f51\uff08IoT\uff09\u6570\u636e\u5206\u6790\u7b49\u9886\u57df\uff0c\u8fd9\u4e9b\u9886\u57df\u901a\u5e38\u9700\u8981\u5feb\u901f\u5904\u7406\u5927\u91cf\u5b9e\u65f6\u6570\u636e\u3002<\/p>\n

### \u56db\u3001\u5176\u4ed6\u5e93\u548c\u6846\u67b6<\/p>\n

\u9664\u4e86\u4e0a\u8ff0\u4e09\u4e2a\u4e3b\u8981\u5e93\u5916\uff0cJava\u673a\u5668\u5b66\u4e60\u548cAI\u9886\u57df\u8fd8\u6709\u5176\u4ed6\u503c\u5f97\u5173\u6ce8\u7684\u5de5\u5177\uff0c\u5982Smile\u3001Encog\u548cH2O\u3002\u8fd9\u4e9b\u5de5\u5177\u5404\u6709\u7279\u8272\uff0c\u8986\u76d6\u4e86\u4ece\u7edf\u8ba1\u5206\u6790\u5230\u6df1\u5ea6\u5b66\u4e60\u7b49\u4e0d\u540c\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u3002<\/p>\n

– Smile<\/strong>\uff1a\u662f\u4e00\u4e2a\u5feb\u901f\u3001\u5168\u9762\u7684\u673a\u5668\u5b66\u4e60\u5f15\u64ce\uff0c\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u7b97\u6cd5\u548c\u6570\u636e\u5904\u7406\u529f\u80fd\u3002<\/p>\n

– Encog<\/strong>\uff1a\u4e13\u6ce8\u4e8e\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\u548c\u9057\u4f20\u7b97\u6cd5\uff0c\u9002\u7528\u4e8e\u9ad8\u7ea7\u7814\u7a76\u548c\u5f00\u53d1\u3002<\/p>\n

– H2O<\/strong>\uff1a\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u3001\u5206\u5e03\u5f0f\u7684\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff0c\u652f\u6301\u6700\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u5e76\u4e14\u80fd\u591f\u901a\u8fc7\u7b80\u5355\u7684\u754c\u9762\u5feb\u901f\u90e8\u7f72\u6a21\u578b\u3002<\/p>\n

Java\u673a\u5668\u5b66\u4e60\u548cAI\u5e93\u7684\u9009\u62e9\u5e94\u57fa\u4e8e\u9879\u76ee\u9700\u6c42\u3001\u56e2\u961f\u6280\u80fd\u548c\u9884\u671f\u7684\u5e94\u7528\u573a\u666f\u3002\u65e0\u8bba\u662f\u6df1\u5ea6\u5b66\u4e60\u3001\u6570\u636e\u6316\u6398\u8fd8\u662f\u5b9e\u65f6\u6570\u636e\u6d41\u5206\u6790\uff0cJava\u751f\u6001\u7cfb\u7edf\u90fd\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5e93\u548c\u6846\u67b6\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u7814\u7a76\u4eba\u5458\u89e3\u51b3\u590d\u6742\u7684\u95ee\u9898\uff0c\u5e76\u5b9e\u73b0\u521b\u65b0\u7684AI\u5e94\u7528\u3002<\/p>\n

\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n

1. \u6709\u54ea\u4e9b\u5e38\u7528\u7684Java\u673a\u5668\u5b66\u4e60\u5e93\uff1f<\/strong>
\n\u5728Java\u4e2d\uff0c\u6709\u4e00\u4e9b\u5e38\u7528\u7684\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u6bd4\u5982Weka\u3001DL4J\uff08DeepLearning4J\uff09\u3001Mallet\u7b49\u3002Weka\u662f\u4e00\u6b3e\u529f\u80fd\u5f3a\u5927\u4e14\u6613\u4e8e\u4f7f\u7528\u7684\u673a\u5668\u5b66\u4e60\u5de5\u5177\uff0c\u62e5\u6709\u4e30\u5bcc\u7684\u7b97\u6cd5\u5e93\u548c\u6570\u636e\u9884\u5904\u7406\u529f\u80fd\u3002DL4J\u662f\u4e13\u95e8\u7528\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u5e93\uff0c\u652f\u6301\u591a\u79cd\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u9002\u5408\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u96c6\u3002Mallet\u662f\u4e00\u4e2a\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u6587\u672c\u5206\u7c7b\u7684\u5e93\uff0c\u63d0\u4f9b\u4e86\u8bb8\u591a\u7528\u4e8e\u5904\u7406\u6587\u672c\u6570\u636e\u7684\u5de5\u5177\u548c\u7b97\u6cd5\u3002<\/p>\n

2. Java\u4e2d\u5982\u4f55\u5b9e\u73b0\u795e\u7ecf\u7f51\u7edc\uff1f<\/strong>
\n\u8981\u5728Java\u4e2d\u5b9e\u73b0\u795e\u7ecf\u7f51\u7edc\uff0c\u53ef\u4ee5\u4f7f\u7528\u50cfDL4J\u8fd9\u6837\u7684\u6df1\u5ea6\u5b66\u4e60\u5e93\u3002DL4J\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u5982\u591a\u5c42\u611f\u77e5\u5668\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u548c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7b49\u3002\u901a\u8fc7\u4f7f\u7528DL4J\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u6784\u5efa\u5404\u79cd\u590d\u6742\u7684\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\uff0c\u5bf9\u56fe\u50cf\u3001\u6587\u672c\u3001\u65f6\u95f4\u5e8f\u5217\u7b49\u6570\u636e\u8fdb\u884c\u5904\u7406\u548c\u5206\u6790\u3002<\/p>\n

3. Java\u4e2d\u7684\u673a\u5668\u5b66\u4e60\u5e93\u4e0ePython\u76f8\u6bd4\u6709\u54ea\u4e9b\u4f18\u52bf\uff1f<\/strong>
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