{"id":47021,"date":"2023-08-06T15:25:46","date_gmt":"2023-08-06T07:25:46","guid":{"rendered":"https:\/\/docs.pingcode.com\/?p=47021"},"modified":"2023-08-06T15:25:47","modified_gmt":"2023-08-06T07:25:47","slug":"%e6%9c%89%e4%bb%80%e4%b9%88%e5%a5%bd%e7%9a%84%e5%bc%80%e6%ba%90%e7%9a%84%e7%ae%97%e6%b3%95%e6%88%96%e8%80%85%e5%b7%a5%e5%85%b7","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/47021.html","title":{"rendered":"\u6709\u4ec0\u4e48\u597d\u7684\u5f00\u6e90\u7684\u7b97\u6cd5\u6216\u8005\u5de5\u5177"},"content":{"rendered":"\n<blockquote class=\"wp-block-quote\">\n<p>\u597d\u7684\u5f00\u6e90\u7684\u7b97\u6cd5\u6216\u8005\u5de5\u5177\u6709\uff1a\u4e00\u3001TensorFlow\uff1b\u4e8c\u3001PyTorch\uff1b\u4e09\u3001Scikit-learn\uff1b\u56db\u3001Keras\uff1b\u4e94\u3001Apache Spark MLlib\uff1b\u516d\u3001XGBoost\uff1b\u4e03\u3001OpenCV\u7b49\u3002TensorFlow\u662f\u7531Google\u5f00\u53d1\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u5e7f\u6cdb\u7528\u4e8e\u6784\u5efa\u548c\u8bad\u7ec3\u5404\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u5c24\u5176\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u5e94\u7528\u5e7f\u6cdb\u3002<\/p>\n<\/blockquote>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"47022\" src=\"https:\/\/cdn-docs.pingcode.com\/wp-content\/uploads\/2023\/08\/20-1-1024x576.png?x-oss-process=image\/auto-orient,1\/format,webp\" alt=\"\" class=\"wp-image-47022\" srcset=\"https:\/\/cdn-docs.pingcode.com\/wp-content\/uploads\/2023\/08\/20-1-1024x576.png 1024w, 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class=\"wp-block-heading\">\u4e00\u3001TensorFlow<\/h2>\n\n\n\n<p>TensorFlow\u662f\u7531Google\u5f00\u53d1\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u5e7f\u6cdb\u7528\u4e8e\u6784\u5efa\u548c\u8bad\u7ec3\u5404\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u5c24\u5176\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u5e94\u7528\u5e7f\u6cdb\u3002\u5b83\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u8ba1\u7b97\u56fe\u548c\u81ea\u52a8\u6c42\u5bfc\u529f\u80fd\uff0c\u652f\u6301\u5206\u5e03\u5f0f\u8ba1\u7b97\u548cGPU\u52a0\u901f\uff0c\u6613\u4e8e\u4f7f\u7528\u4e14\u5177\u6709\u826f\u597d\u7684\u793e\u533a\u652f\u6301\u3002TensorFlow\u7684\u9ad8\u5ea6\u7075\u6d3b\u6027\u548c\u6269\u5c55\u6027\u4f7f\u5176\u6210\u4e3a\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u548c\u5e94\u7528\u7684\u4f18\u9009\u6846\u67b6\u4e4b\u4e00\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001PyTorch<\/h2>\n\n\n\n<p>PyTorch\u662f\u7531Facebook\u5f00\u53d1\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u4e0eTensorFlow\u7c7b\u4f3c\uff0c\u4f46\u5728\u52a8\u6001\u56fe\u8ba1\u7b97\u4e0a\u66f4\u4e3a\u7075\u6d3b\uff0c\u4f7f\u5f97\u6a21\u578b\u7684\u6784\u5efa\u548c\u8c03\u8bd5\u66f4\u52a0\u76f4\u89c2\u3002PyTorch\u7684\u8bbe\u8ba1\u7406\u5ff5\u662f\u7b80\u5355\u3001\u6e05\u6670\u548c\u81ea\u7531\uff0c\u5b83\u91c7\u7528\u52a8\u6001\u8ba1\u7b97\u56fe\u7684\u65b9\u5f0f\uff0c\u5141\u8bb8\u7528\u6237\u5728\u6a21\u578b\u5b9a\u4e49\u8fc7\u7a0b\u4e2d\u4f7f\u7528Python\u7684\u63a7\u5236\u6d41\u7ed3\u6784\uff0c\u4ece\u800c\u66f4\u52a0\u7075\u6d3b\u5730\u6784\u5efa\u590d\u6742\u6a21\u578b\u3002\u8fd9\u4f7f\u5f97PyTorch\u5728\u5b66\u672f\u754c\u548c\u7814\u7a76\u9886\u57df\u53d7\u5230\u6b22\u8fce\uff0c\u540c\u65f6\u4e5f\u53d7\u5230\u4f17\u591a\u5f00\u53d1\u8005\u7684\u9752\u7750\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001Scikit-learn<\/h2>\n\n\n\n<p>Scikit-learn\u662fPython\u4e2d\u5e38\u7528\u7684\u673a\u5668\u5b66\u4e60\u5e93\uff0c\u5305\u542b\u4e86\u4e30\u5bcc\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u548c\u5de5\u5177\uff0c\u5982\u5206\u7c7b\u3001\u56de\u5f52\u3001\u805a\u7c7b\u3001\u964d\u7ef4\u7b49\u3002\u5b83\u5177\u6709\u7b80\u5355\u6613\u7528\u7684\u63a5\u53e3\u548c\u4e30\u5bcc\u7684\u6587\u6863\uff0c\u4f7f\u5f97\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u5b9e\u73b0\u548c\u5e94\u7528\u53d8\u5f97\u8f7b\u677e\u3002Scikit-learn\u63d0\u4f9b\u4e86\u5404\u79cd\u5e38\u7528\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u5e76\u4e14\u652f\u6301\u4ea4\u53c9\u9a8c\u8bc1\u548c\u6a21\u578b\u9009\u62e9\u7b49\u529f\u80fd\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u548c\u8bc4\u4f30\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001Keras<\/h2>\n\n\n\n<p>Keras\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u53ef\u4ee5\u8fd0\u884c\u5728TensorFlow\u3001Theano\u548cCNTK\u7b49\u540e\u7aef\uff0c\u7b80\u5316\u4e86\u6784\u5efa\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8fc7\u7a0b\u3002Keras\u7684\u8bbe\u8ba1\u7406\u5ff5\u662f\u7528\u6237\u53cb\u597d\u548c\u6a21\u5757\u5316\uff0c\u5b83\u63d0\u4f9b\u4e86\u7b80\u6d01\u7684API\u548c\u9884\u5b9a\u4e49\u7684\u6a21\u578b\uff0c\u4f7f\u5f97\u6a21\u578b\u7684\u6784\u5efa\u548c\u8c03\u8bd5\u53d8\u5f97\u66f4\u52a0\u5feb\u901f\u548c\u76f4\u89c2\u3002Keras\u9002\u5408\u521d\u5b66\u8005\u5165\u95e8\u548c\u5feb\u901f\u539f\u578b\u8bbe\u8ba1\uff0c\u4e5f\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6559\u80b2\u548c\u7814\u7a76\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001Apache Spark MLlib<\/h2>\n\n\n\n<p>Apache Spark 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class=\"wp-block-heading\">\u516d\u3001XGBoost<\/h2>\n\n\n\n<p>XGBoost\u662f\u4e00\u79cd\u68af\u5ea6\u63d0\u5347\u6846\u67b6\uff0c\u7528\u4e8e\u89e3\u51b3\u5206\u7c7b\u548c\u56de\u5f52\u95ee\u9898\u3002\u5b83\u91c7\u7528\u51b3\u7b56\u6811\u4f5c\u4e3a\u57fa\u5206\u7c7b\u5668\uff0c\u901a\u8fc7\u8fed\u4ee3\u8bad\u7ec3\u548c\u52a0\u6743\u7b56\u7565\u63d0\u5347\u6a21\u578b\u7684\u9884\u6d4b\u6027\u80fd\u3002XGBoost\u5728Kaggle\u7b49\u6570\u636e\u79d1\u5b66\u7ade\u8d5b\u4e2d\u5e7f\u6cdb\u4f7f\u7528\uff0c\u56e0\u5176\u9ad8\u6548\u3001\u51c6\u786e\u7684\u9884\u6d4b\u80fd\u529b\u800c\u53d7\u5230\u8d5e\u8a89\u3002\u5b83\u7684\u4f18\u52bf\u5728\u4e8e\u53ef\u4ee5\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u548c\u9ad8\u7ef4\u7279\u5f81\uff0c\u5177\u6709\u8f83\u5feb\u7684\u8bad\u7ec3\u901f\u5ea6\u548c\u8f83\u9ad8\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001OpenCV<\/h2>\n\n\n\n<p>OpenCV\u662f\u4e00\u4e2a\u7528\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u7684\u5f00\u6e90\u5e93\uff0c\u63d0\u4f9b\u4e86\u5404\u79cd\u56fe\u50cf\u5904\u7406\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u7b97\u6cd5\uff0c\u5305\u62ec\u7279\u5f81\u63d0\u53d6\u3001\u76ee\u6807\u68c0\u6d4b\u3001\u56fe\u50cf\u5339\u914d\u7b49\u3002\u5b83\u662f\u4e00\u4e2a\u8de8\u5e73\u53f0\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u5e93\uff0c\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5982C++\u3001Python\u548cJava\u7b49\u3002OpenCV\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u88ab\u5e7f\u6cdb\u7528\u4e8e\u56fe\u50cf\u5904\u7406\u3001\u76ee\u6807\u8bc6\u522b\u3001\u4eba\u8138\u8bc6\u522b\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516b\u3001NLTK\uff08Natural Language 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