{"id":608,"date":"2025-04-07T00:00:19","date_gmt":"2025-04-06T16:00:19","guid":{"rendered":"https:\/\/www.wunen.com\/index.php\/2025\/04\/07\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%b0%8f%e7%99%bd%e5%bf%85%e8%af%bb%ef%bc%9a%e4%b8%80%e4%bb%bd%e8%b6%85%e8%af%a6%e7%bb%86%e7%9a%84ai%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf%e5%9b%be%ef%bc%81\/"},"modified":"2025-04-07T00:00:19","modified_gmt":"2025-04-06T16:00:19","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%b0%8f%e7%99%bd%e5%bf%85%e8%af%bb%ef%bc%9a%e4%b8%80%e4%bb%bd%e8%b6%85%e8%af%a6%e7%bb%86%e7%9a%84ai%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf%e5%9b%be%ef%bc%81","status":"publish","type":"post","link":"http:\/\/www.wunen.com\/index.php\/2025\/04\/07\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%b0%8f%e7%99%bd%e5%bf%85%e8%af%bb%ef%bc%9a%e4%b8%80%e4%bb%bd%e8%b6%85%e8%af%a6%e7%bb%86%e7%9a%84ai%e5%ad%a6%e4%b9%a0%e8%b7%af%e7%ba%bf%e5%9b%be%ef%bc%81\/","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u5c0f\u767d\u5fc5\u8bfb\uff1a\u4e00\u4efd\u8d85\u8be6\u7ec6\u7684AI\u5b66\u4e60\u8def\u7ebf\u56fe\uff01"},"content":{"rendered":"<div class=\"article_content clearfix\" id=\"article_content\">\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/kdoc_html_views-1a98987dfd.css\" rel=\"stylesheet\"\/>\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/ck_htmledit_views-704d5b9767.css\" rel=\"stylesheet\"\/>\n<div class=\"markdown_views prism-atom-one-light\" id=\"content_views\">\n  <svg style=\"display: none;\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n   <path d=\"M5,0 0,2.5 5,5z\" id=\"raphael-marker-block\" stroke-linecap=\"round\" style=\"-webkit-tap-highlight-color: rgba(0, 0, 0, 0);\">\n   <\/path>\n  <\/svg><\/p>\n<h2>\n   <a id=\"10_0\"><br \/>\n   <\/a><br \/>\n   \u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u8def\u7ebf1.0<br \/>\n  <\/h2>\n<h4>\n   <a id=\"_3\"><br \/>\n   <\/a><br \/>\n   \u524d\u8a00<br \/>\n  <\/h4>\n<p>\n   \u54c8\u55bd~ \u5927\u5bb6\u597d\uff01<br \/>\n   <br \/>\n   \u4eca\u5929\u4e3a\u5927\u5bb6\u5e26\u6765\u4e00\u4efd\u53f2\u65e0\u524d\u4f8b\u7684\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u8def\u7ebf\u3002\u5927\u5bb6\u90fd\u559c\u6b22\u770b\u4fee\u4ed9\u5c0f\u8bf4\u5427\uff0c\u4fee\u4ed9\u5c0f\u8bf4\u4e2d\u7684\u4fee\u4ed9\u7b49\u7ea7\uff1a\u70bc\u6c14\u3001\u7b51\u57fa\u3001\u91d1\u4e39\u7b49\u5404\u79cd\u5883\u754c\uff0c\u66f4\u662f\u5f15\u4eba\u5165\u80dc\u3002\u4eca\u5929\uff0c\u5c0f\u7f16\u5c06AI\u5b66\u4e60\u8def\u7ebf\u548c\u4fee\u4ed9\u6545\u4e8b\u5de7\u5999\u5730\u878d\u5408\u5728\u4e00\u8d77\uff0c\u901a\u8fc7\u4fee\u4ed9\u7b49\u7ea7\u6765\u5f62\u8c61\u5730\u5c55\u793a\u4eba\u5de5\u667a\u80fd\u5728\u4e0d\u540c\u9636\u6bb5\u7684\u5b66\u4e60\u548c\u6210\u957f\u3002\n  <\/p>\n<p>\n   \u4e0d\u8fc7\u672c\u4eba\u80fd\u529b\u6709\u9650\uff0c\u5982\u679c\u5b58\u5728\u4e0d\u8db3\u4e4b\u5904\uff0c\u6b22\u8fce\u5927\u5bb6\u5728\u8bc4\u8bba\u533a\u8fdb\u884c\u6c9f\u901a\u4ea4\u6d41\u3002\u5171\u540c\u5b66\u4e60\uff0c\u5171\u540c\u8fdb\u6b65\u3002\n  <\/p>\n<h4>\n   <a id=\"_10\"><br \/>\n   <\/a><br \/>\n   \u5b66\u4e60\u5927\u7eb2<br \/>\n  <\/h4>\n<h6>\n   <a id=\"_12\"><br \/>\n   <\/a><br \/>\n   \u4e00\u3001\u70bc\u6c14\u671f\uff1a\u4eba\u5de5\u667a\u80fd\u5165\u95e8<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     AI\u57fa\u672c\u77e5\u8bc6\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7f16\u7a0b\u77e5\u8bc6\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u5b66\u4e60\u5efa\u8bae\n    <\/p>\n<\/li>\n<li>\n<p>\n     Python\u77e5\u8bc6\u70b9\n    <\/p>\n<\/li>\n<li>\n<p>\n     Python\u5e38\u7528\u5e93\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u63a8\u8350\u4e66\u7c4d\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u6570\u5b66\u77e5\u8bc6\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u5b66\u4e60\u5efa\u8bae\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u6570\u5b66\u77e5\u8bc6\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u63a8\u8350\u4e66\u7c4d\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"_38\"><br \/>\n   <\/a><br \/>\n   \u4e8c\u3001\u7b51\u57fa\u671f\uff1a\u673a\u5668\u5b66\u4e60\u5c0f\u6210<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     \u5b66\u4e60\u5efa\u8bae\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u77e5\u8bc6\u70b9\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u63a8\u8350\u4e66\u7c4d\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"_47\"><br \/>\n   <\/a><br \/>\n   \u4e09\u3001\u91d1\u4e39\u671f\uff1a\u6df1\u5ea6\u5b66\u4e60\u5927\u6210<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     \u5b66\u4e60\u5efa\u8bae\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u77e5\u8bc6\u70b9\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u63a8\u8350\u4e66\u7c4d\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"_56\"><br \/>\n   <\/a><br \/>\n   \u56db\u3001\u5143\u5a74\u671f\uff1a\u4eba\u5de5\u667a\u80fd\u5706\u6ee1<br \/>\n  <\/h6>\n<h6>\n   <a id=\"_58\"><br \/>\n   <\/a><br \/>\n   \u4e94\u3001\u5316\u795e\u671f\uff1a\u4eba\u5de5\u667a\u80fd\u5927\u5706\u6ee1<br \/>\n  <\/h6>\n<hr\/>\n<h3>\n   <a id=\"_62\"><br \/>\n   <\/a><br \/>\n   \u4e00\u3001\u70bc\u6c14\u671f\uff1a\u4eba\u5de5\u667a\u80fd\u5165\u95e8<br \/>\n  <\/h3>\n<blockquote>\n<p>\n    <strong><br \/>\n     \u70bc\u6c14\u671f\uff0c\u6b64\u4e43\u5165\u95e8\u4e4b\u59cb\uff0c\u4e60\u8005\u9700\u8c03\u606f\u5410\u7eb3\uff0c\u91c7\u65e5\u6708\u7cbe\u534e\uff0c\u805a\u5929\u5730\u7075\u6c14\u4e8e\u5df1\u8eab\uff0c\u4ee5\u4e3a\u6839\u57fa\u3002<br \/>\n    <\/strong>\n   <\/p>\n<\/blockquote>\n<p>\n   \u5bf9\u4e8eAI\u4fee\u884c\u8005\uff0c\u5728\u8fd9\u4e2a\u5883\u754c\u9700\u8981\u901a\u8fc7\u5404\u79cd\u57fa\u7840\u77e5\u8bc6\u6765\u592f\u5b9e\u81ea\u5df1\u7684\u201cAI\u9053\u57fa\u201d\uff0c\u5982\uff0cAI\u77e5\u8bc6\u3001\u7f16\u7a0b\u77e5\u8bc6\u3001\u6570\u5b66\u77e5\u8bc6\u7b49\uff0c\u53ea\u6709AI\u9053\u57fa\u5706\u6ee1\u7684\u4fee\u884c\u8005\uff0c\u624d\u80fd\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u8d8a\u8d70\u8d8a\u8fdc\u3002\n  <\/p>\n<h4>\n   <a id=\"AI_69\"><br \/>\n   <\/a><br \/>\n   AI\u57fa\u672c\u77e5\u8bc6<br \/>\n  <\/h4>\n<p>\n   <strong><br \/>\n    \u5b66\u4e60\u5efa\u8bae<br \/>\n   <\/strong><br \/>\n   \uff1a\u5bf9\u4e8e\u8fd9\u4e00\u5757\u5185\u5bb9\u7684\u5b66\u4e60\uff0c\u5927\u5bb6\u4e0d\u7528\u82b1\u592a\u591a\u7684\u65f6\u95f4\uff08\u5efa\u8bae\uff1a1~2h\uff09\u3002\n  <\/p>\n<ol>\n<li>\n<p>\n     \u901a\u8fc7\u201c\u82b1\u4e66\u201d\u548c\u201c\u897f\u74dc\u4e66\u201d\u7684\u524d\u8a00\u53ef\u4ee5\u5feb\u901f\u4e86\u89e3AI\u57fa\u672c\u77e5\u8bc6\u3001\u53d1\u5c55\u5386\u7a0b\u548c\u5e94\u7528\u9886\u57df\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u81f3\u4e8e\u884c\u4e1a\u5e94\u7528\u548c\u5c97\u4f4d\u85aa\u8d44\u7b49\uff0c\u5927\u5bb6\u53ef\u4ee5\u901a\u8fc7\u4e92\u8054\u7f51\u8d44\u6e90\u8fdb\u884c\u68c0\u7d22\uff0c\u6216\u8005\u95ee\u4e00\u4e0bAI\uff0c\u5982\uff0c\u5929\u5de5AI\u3001Kimi.ai\uff08\u73b0\u5728\u8fd8\u662f\u514d\u8d39\u7684\u54e6\uff0c\u563b\u563b~\uff09\u3002\n    <\/p>\n<\/li>\n<\/ol>\n<p>\n   \u901a\u8fc7\u5bf9\u8fd9\u4e9b\u77e5\u8bc6\u7684\u4e86\u89e3\uff0c\u80fd\u5e2e\u52a9\u5927\u5bb6\u5efa\u7acb\u5bf9AI\u7684\u6574\u4f53\u7684\u8ba4\u77e5\uff0c\u5e76\u660e\u786e\u81ea\u5df1\u7684\u5b66\u4e60\u76ee\u6807\u548c\u65b9\u5411\u3002\n  <\/p>\n<p>\n   <strong><br \/>\n    \u5927\u5bb6\u5148\u773c\u719f\u4e00\u4e0b\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<ul>\n<li>\n<p>\n     \u673a\u5668\u5b66\u4e60\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u76d1\u7763\u5b66\u4e60\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u65e0\u76d1\u7763\u5b66\u4e60\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u534a\u76d1\u7763\u5b66\u4e60\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u5f3a\u5316\u5b66\u4e60\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7ebf\u6027\u56de\u5f52\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u51b3\u7b56\u6811\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u6df1\u5ea6\u5b66\u4e60\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u795e\u7ecf\u7f51\u7edc\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u5377\u79ef\u795e\u7ecf\u7f51\u7edc(CNNs)\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u5faa\u73af\u795e\u7ecf\u7f51\u7edc(RNNs)\n    <\/p>\n<\/li>\n<li>\n<p>\n     PyTorch\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u81ea\u7136\u8bed\u8a00\u5904\u7406(NLP)\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u8ba1\u7b97\u673a\u89c6\u89c9(CV)\n    <\/p>\n<\/li>\n<\/ul>\n<hr\/>\n<h4>\n   <a id=\"_116\"><br \/>\n   <\/a><br \/>\n   \u7f16\u7a0b\u77e5\u8bc6<br \/>\n  <\/h4>\n<p>\n   <strong><br \/>\n    \u5b66\u4e60\u5efa\u8bae<br \/>\n   <\/strong><br \/>\n   \uff1a\u76ee\u524d\uff0c\u4e3b\u6d41\u7684AI\u5b66\u4e60\u7684\u7f16\u7a0b\u8bed\u8a00\u2014\u2014Python\uff0c\u800c\u9009\u62e9Python\u4f5c\u4e3aAI\u5b66\u4e60\u7684\u7f16\u7a0b\u8bed\u8a00\u4e3b\u8981\u6709\u4ee5\u4e0b\u51e0\u4e2a\u539f\u56e0\uff1a\n  <\/p>\n<ol>\n<li>\n<p>\n     <strong><br \/>\n      \u4e30\u5bcc\u7684\u5e93\u548c\u6846\u67b6<br \/>\n     <\/strong><br \/>\n     \uff1aPython\u62e5\u6709\u5927\u91cf\u7684\u7b2c\u4e09\u65b9\u5e93\u548c\u6846\u67b6\uff0c\u8fd9\u4e9b\u5e93\u548c\u6846\u67b6\u4f7f\u5f97Python\u5728\u5904\u7406\u5404\u79cd\u4efb\u52a1\u65f6\u90fd\u975e\u5e38\u9ad8\u6548\uff0c\u5c24\u5176\u662f\u5728\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u65b9\u9762\u3002\u4f8b\u5982\uff0cNumPy\u3001Pandas\u3001Scikit-learn\u3001TensorFlow\u3001Keras\u3001PyTorch\u7b49\u90fd\u662f\u975e\u5e38\u6d41\u884c\u7684\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u5e93\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u7b80\u6d01\u6613\u8bfb<br \/>\n     <\/strong><br \/>\n     \uff1aPython\u7684\u8bed\u6cd5\u7b80\u5355\u660e\u4e86\uff0c\u53ef\u8bfb\u6027\u5f3a\uff0c\u8fd9\u4f7f\u5f97\u521d\u5b66\u8005\u66f4\u5bb9\u6613\u4e0a\u624b\u3002\u5b83\u7684\u8bbe\u8ba1\u54f2\u5b66\u5f3a\u8c03\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u7b80\u6d01\u6027\uff0c\u8fd9\u4f7f\u5f97\u7f16\u5199\u4ee3\u7801\u53d8\u5f97\u76f8\u5bf9\u5bb9\u6613\uff0c\u5e76\u4e14\u6613\u4e8e\u7ef4\u62a4\u548c\u534f\u4f5c\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u793e\u533a\u652f\u6301\u5f3a\u5927<br \/>\n     <\/strong><br \/>\n     \uff1aPython\u6709\u4e00\u4e2a\u5e9e\u5927\u7684\u5f00\u53d1\u8005\u793e\u533a\uff0c\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u8f7b\u677e\u627e\u5230\u89e3\u51b3\u95ee\u9898\u7684\u5e2e\u52a9\u548c\u6307\u5bfc\u3002\u5f53\u4f60\u9047\u5230\u56f0\u96be\u65f6\uff0c\u53ef\u4ee5\u5728Stack Overflow\u6216\u5176\u4ed6\u8bba\u575b\u4e0a\u63d0\u95ee\u5e76\u83b7\u5f97\u7b54\u6848\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u8de8\u5e73\u53f0\u517c\u5bb9<br \/>\n     <\/strong><br \/>\n     \uff1aPython\u53ef\u4ee5\u5728\u591a\u4e2a\u64cd\u4f5c\u7cfb\u7edf\uff08\u5982Windows\u3001Linux\u548cMac OS\uff09\u4e0a\u8fd0\u884c\uff0c\u8fd9\u5bf9\u4e8e\u5e0c\u671b\u5728\u4e0d\u540c\u5e73\u53f0\u4e0a\u5de5\u4f5c\u7684\u4eba\u6765\u8bf4\u975e\u5e38\u91cd\u8981\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u5e7f\u6cdb\u7684\u5e94\u7528\u8303\u56f4<br \/>\n     <\/strong><br \/>\n     \uff1aPython\u4e0d\u4ec5\u53ef\u4ee5\u7528\u4e8eWeb\u5f00\u53d1\u548c\u684c\u9762\u5e94\u7528\u7a0b\u5e8f\uff0c\u8fd8\u53ef\u4ee5\u7528\u4e8e\u6e38\u620f\u5f00\u53d1\u3001\u79d1\u5b66\u8ba1\u7b97\u7b49\u9886\u57df\u3002\u8fd9\u4f7f\u5f97Python\u6210\u4e3a\u4e00\u4e2a\u591a\u529f\u80fd\u7684\u8bed\u8a00\uff0c\u9002\u7528\u4e8e\u591a\u79cd\u5e94\u7528\u573a\u666f\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u5f3a\u5927\u7684\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u5de5\u5177<br \/>\n     <\/strong><br \/>\n     \uff1a\u9664\u4e86\u673a\u5668\u5b66\u4e60\u5916\uff0cPython\u8fd8\u6709\u5f3a\u5927\u7684\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u5982Pandas\u3001Matplotlib\u3001Seaborn\u7b49\uff0c\u8fd9\u4e9b\u5de5\u5177\u5bf9\u4e8e\u6570\u636e\u5206\u6790\u548c\u6570\u636e\u53ef\u89c6\u5316\u975e\u5e38\u6709\u7528\u3002\n    <\/p>\n<\/li>\n<\/ol>\n<p>\n   \u7efc\u4e0a\u6240\u8ff0\uff0cPython\u56e0\u5176\u6613\u7528\u6027\u3001\u7075\u6d3b\u6027\u548c\u5f3a\u5927\u7684\u751f\u6001\u7cfb\u7edf\u6210\u4e3a\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u9996\u9009\u7f16\u7a0b\u8bed\u8a00\u4e4b\u4e00\u3002\n  <\/p>\n<p>\n   <strong><br \/>\n    Python\u77e5\u8bc6\u70b9\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<ul>\n<li>\n<p>\n     \u53d8\u91cf\u548c\u6570\u636e\u7c7b\u578b\uff1aPython\u4e2d\u7684\u53d8\u91cf\u53ef\u4ee5\u76f4\u63a5\u8d4b\u503c\uff0c\u4e0d\u9700\u8981\u58f0\u660e\u7c7b\u578b\u3002\u5e38\u7528\u7684\u6570\u636e\u7c7b\u578b\u5305\u62ec\u6574\u6570\uff08int\uff09\u3001\u6d6e\u70b9\u6570\uff08float\uff09\u3001\u5b57\u7b26\u4e32\uff08str\uff09\u3001\u5e03\u5c14\u503c\uff08bool\uff09\u3001\u5217\u8868\uff08list\uff09\u3001\u5143\u7ec4\uff08tuple\uff09\u3001\u5b57\u5178\uff08dict\uff09\u7b49\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u6d41\u7a0b\u8bed\u53e5\uff1aif\u8bed\u53e5\u3001for\u5faa\u73af\u3001while\u5faa\u73af\u4ee5\u53catry\/except\u8bed\u53e5\u7528\u4e8e\u63a7\u5236\u7a0b\u5e8f\u6267\u884c\u6d41\u7a0b\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u51fd\u6570\uff1a\u5b9a\u4e49\u51fd\u6570\u7684\u5173\u952e\u5b57\u662fdef\uff0c\u540e\u8ddf\u51fd\u6570\u540d\u548c\u62ec\u53f7\u5185\u7684\u53c2\u6570\u3002\u4f7f\u7528return\u8fd4\u56de\u503c\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7c7b\u548c\u5bf9\u8c61\uff1aPython\u662f\u9762\u5411\u5bf9\u8c61\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u4e00\u5207\u7686\u5bf9\u8c61\u3002\u7c7b\u4f7f\u7528class\u5173\u952e\u5b57\u5b9a\u4e49\uff0c\u53ef\u4ee5\u901a\u8fc7\u6784\u9020\u51fd\u6570__init__()\u521d\u59cb\u5316\u5bf9\u8c61\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u6a21\u5757\u548c\u5305\uff1aPython\u5141\u8bb8\u5bfc\u5165\u5176\u4ed6\u6587\u4ef6\u4e2d\u7684\u4ee3\u7801\uff0c\u6bcf\u4e2a\u6587\u4ef6\u90fd\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u6a21\u5757\u3002\u4f7f\u7528import\u8bed\u53e5\u5bfc\u5165\u6a21\u5757\uff0c\u7136\u540e\u8c03\u7528\u5176\u4e2d\u7684\u51fd\u6570\u548c\u53d8\u91cf\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u5f02\u5e38\u5904\u7406\uff1a\u4f7f\u7528try\/except\u8bed\u53e5\u6355\u83b7\u5e76\u5904\u7406\u53ef\u80fd\u53d1\u751f\u7684\u9519\u8bef\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u6587\u4ef6\u64cd\u4f5c\uff1aopen()\u51fd\u6570\u7528\u4e8e\u6253\u5f00\u6587\u4ef6\uff0cread()\u3001write()\u7b49\u65b9\u6cd5\u7528\u4e8e\u8bfb\u5199\u6587\u4ef6\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u8fed\u4ee3\u5668\u548c\u751f\u6210\u5668\uff1a\u8fed\u4ee3\u5668\u7528\u4e8e\u904d\u5386\u53ef\u8fed\u4ee3\u5bf9\u8c61\uff0c\u5982\u5217\u8868\u3001\u5b57\u5178\u7b49\u3002\u751f\u6210\u5668\u5219\u7528\u6765\u6309\u9700\u751f\u6210\u6570\u636e\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u5185\u7f6e\u51fd\u6570\u548c\u5e93\uff1aprint()\u3001input()\u3001len()\u3001range()\u7b49\u5185\u7f6e\u51fd\u6570\uff0c\u8fd8\u6709os\u3001math\u3001random\u7b49\u6807\u51c6\u5e93\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<p>\n   <strong><br \/>\n    Python\u5e38\u7528\u5e93\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<ul>\n<li>\n<p>\n     NumPy\uff1a\u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97\uff0c\u7279\u522b\u662f\u6570\u7ec4\u548c\u77e9\u9635\u64cd\u4f5c\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     Pandas\uff1a\u6570\u636e\u5904\u7406\u548c\u6570\u636e\u5206\u6790\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     SciPy\uff1a\u7528\u4e8e\u79d1\u5b66\u8ba1\u7b97\u548c\u5de5\u7a0b\u5e94\u7528\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     Matplotlib\uff1a\u7528\u4e8e\u6570\u636e\u53ef\u89c6\u5316\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     Seaborn\uff1a\u57fa\u4e8eMatplotlib\u7684\u9ad8\u7ea7\u7ed8\u56fe\u5e93\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     Scikit-Learn\uff1a\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u548c\u6570\u636e\u6316\u6398\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     Pillow\uff1a\u7528\u4e8e\u56fe\u50cf\u5904\u7406\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     OpenCV\uff1a\u7528\u4e8e\u56fe\u50cf\u5904\u7406\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     Keras\uff1a\u4f5c\u4e3aTensorFlow\u7684\u9ad8\u5c42API\uff0c\u7b80\u5316\u4e86\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bbe\u8ba1\u548c\u5b9e\u73b0\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     PyTorch\uff1a\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     TensorFlow\uff1a\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     requests\uff1aHTTP\u5ba2\u6237\u7aef\u5e93\uff0c\u7528\u4e8e\u53d1\u9001\u7f51\u7edc\u8bf7\u6c42\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     Scrapy\uff1a\u7528\u4e8e\u7f51\u9875\u722c\u866b\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     BeautifulSoup\uff1a\u7f51\u9875\u89e3\u6790\u548c\u6570\u636e\u6293\u53d6\uff0cHTML\/XML\u89e3\u6790\u5668\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     re\uff1a\u6b63\u5219\u8868\u8fbe\u5f0f\u5e93\uff0c\u5b57\u7b26\u4e32\u5339\u914d\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<p>\n   <strong><br \/>\n    \u63a8\u8350\u4e66\u7c4d\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<ol>\n<li>\n    \u300aPython\u7f16\u7a0b\uff1a\u4ece\u5165\u95e8\u5230\u5b9e\u8df5\u300b\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a[\u7f8e] \u57c3\u91cc\u514b\u00b7\u9a6c\u745f\u65af\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u8be5\u4e66\u7684\u7279\u70b9\u662f\u4e00\u534a\u57fa\u7840\u8bed\u6cd5\u77e5\u8bc6\u8bb2\u89e3\uff0c\u4e00\u534a\u6e38\u620f\u6848\u4f8b\u7ec3\u4e60\uff0c\u6240\u8c13\u5bd3\u6559\u4e8e\u4e50\uff0c\u901a\u8fc7\u6848\u4f8b\u7ec3\u4e60\u7684\u65b9\u5f0f\u5de9\u56fa\u57fa\u7840\u77e5\u8bc6\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<ol start=\"2\">\n<li>\n    \u300a\u5229\u7528Python\u8fdb\u884c\u6570\u636e\u5206\u6790\u300b\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a[\u7f8e] Wes McKinney\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u8fd9\u672c\u4e66\u662f\u5f88\u591aPython\u6570\u636e\u79d1\u5b66\u7231\u597d\u8005\u7684\u5165\u95e8\u5bfc\u5e08\u3002\u5b83\u8bb2\u89e3\u4e86Python\u6570\u636e\u79d1\u5b66\u5e93IPython\u3001Pandas\u3001Numpy\u3001Matplotlib\u3001sklearn\u7684\u4f7f\u7528\uff0c\u5982\u679c\u73a9\u8f6c\u8fd9\u51e0\u5927\u5de5\u5177\uff0c\u4efb\u4f55\u590d\u6742\u7684\u6570\u636e\u5904\u7406\u3001\u5efa\u6a21\u4efb\u52a1\u90fd\u80fd\u641e\u5b9a\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<ol start=\"3\">\n<li>\n    \u300aPython\u6570\u636e\u79d1\u5b66\u624b\u518c\u300b\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a[\u7f8e] Jake VanderPlas\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u8fd9\u672c\u4e66\u63d0\u4f9b\u4e86Python\u4e2d\u7528\u4e8e\u6570\u636e\u79d1\u5b66\u7684\u5de5\u5177\u548c\u5e93\u7684\u6307\u5357\uff0c\u5305\u62ecNumPy\u3001Pandas\u3001Matplotlib\u7b49\uff0c\u8fd9\u4e9b\u90fd\u662f\u8fdb\u884c\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<hr\/>\n<h4>\n   <a id=\"_217\"><br \/>\n   <\/a><br \/>\n   \u6570\u5b66\u77e5\u8bc6<br \/>\n  <\/h4>\n<p>\n   <strong><br \/>\n    \u5b66\u4e60\u5efa\u8bae<br \/>\n   <\/strong><br \/>\n   \uff1a\u867d\u7136\uff0c\u6211\u77e5\u9053\u5927\u5bb6\u5bf9\u6570\u5b66\u90fd\u6709\u7740\u5929\u751f\u7684\u754f\u60e7\uff0c\u4f46\u8981\u5165\u95e8\u4eba\u5de5\u667a\u80fd\u9886\u57df\u81f3\u5c11\u8981\u5bf9\u76f8\u5173\u7684\u6570\u5b66\u6982\u5ff5\u6709\u6240\u4e86\u89e3\uff0c\u800c\u6570\u5b66\u77e5\u8bc6\u5bf9\u4e8e\u6211\u4eec\u5b66\u4e60\u4eba\u5de5\u667a\u80fd\u7684\u610f\u4e49\uff0c\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a\n  <\/p>\n<ol>\n<li>\n<p>\n     <strong><br \/>\n      \u7406\u89e3\u7b97\u6cd5\u80cc\u540e\u7684\u539f\u7406<br \/>\n     <\/strong><br \/>\n     \uff1a\u8bb8\u591a\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u90fd\u57fa\u4e8e\u590d\u6742\u7684\u6570\u5b66\u6982\u5ff5\uff0c\u5982\u7ebf\u6027\u4ee3\u6570\u3001\u6982\u7387\u8bba\u3001\u7edf\u8ba1\u5b66\u7b49\u3002\u5982\u679c\u4f60\u5177\u5907\u624e\u5b9e\u7684\u6570\u5b66\u57fa\u7840\uff0c\u5c31\u80fd\u66f4\u597d\u5730\u7406\u89e3\u548c\u5206\u6790\u8fd9\u4e9b\u7b97\u6cd5\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u4ece\u800c\u66f4\u6df1\u5165\u5730\u7814\u7a76\u5b83\u4eec\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u4f18\u5316\u6a21\u578b\u6027\u80fd<br \/>\n     <\/strong><br \/>\n     \uff1a\u6570\u5b66\u77e5\u8bc6\u6709\u52a9\u4e8e\u4f60\u8c03\u6574\u548c\u4f18\u5316\u6a21\u578b\u53c2\u6570\uff0c\u4ee5\u8fbe\u5230\u66f4\u597d\u7684\u6548\u679c\u3002\u4f8b\u5982\uff0c\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u4f60\u9700\u8981\u4e86\u89e3\u5982\u4f55\u8c03\u6574\u8d85\u53c2\u6570\u4ee5\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570\uff0c\u8fd9\u901a\u5e38\u6d89\u53ca\u5230\u5fae\u79ef\u5206\u548c\u4f18\u5316\u7406\u8bba\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u521b\u65b0\u548c\u7814\u53d1\u65b0\u7b97\u6cd5<br \/>\n     <\/strong><br \/>\n     \uff1a\u5982\u679c\u4f60\u5bf9\u73b0\u6709\u7684\u7b97\u6cd5\u4e0d\u6ee1\u610f\uff0c\u6216\u8005\u60f3\u5c1d\u8bd5\u521b\u9020\u65b0\u7684\u7b97\u6cd5\uff0c\u90a3\u4e48\u826f\u597d\u7684\u6570\u5b66\u80cc\u666f\u5c06\u662f\u4f60\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u5173\u952e\u3002\u6570\u5b66\u77e5\u8bc6\u53ef\u4ee5\u5e2e\u52a9\u4f60\u6784\u5efa\u65b0\u7684\u6a21\u578b\uff0c\u751a\u81f3\u53ef\u80fd\u63a8\u52a8\u6574\u4e2a\u9886\u57df\u7684\u53d1\u5c55\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u89e3\u51b3\u590d\u6742\u95ee\u9898<br \/>\n     <\/strong><br \/>\n     \uff1a\u4eba\u5de5\u667a\u80fd\u7ecf\u5e38\u6d89\u53ca\u89e3\u51b3\u590d\u6742\u7684\u95ee\u9898\uff0c\u8fd9\u4e9b\u95ee\u9898\u5f80\u5f80\u9700\u8981\u9ad8\u7ea7\u7684\u6570\u5b66\u6280\u80fd\u3002\u4f8b\u5982\uff0c\u4f60\u9700\u8981\u8fd0\u7528\u6982\u7387\u8bba\u6765\u5904\u7406\u4e0d\u786e\u5b9a\u6027\uff0c\u4f7f\u7528\u7edf\u8ba1\u5b66\u6765\u8fdb\u884c\u9884\u6d4b\u5efa\u6a21\uff0c\u5229\u7528\u7ebf\u6027\u4ee3\u6570\u8fdb\u884c\u77e9\u9635\u8fd0\u7b97\u7b49\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u63d0\u9ad8\u903b\u8f91\u601d\u7ef4\u80fd\u529b<br \/>\n     <\/strong><br \/>\n     \uff1a\u6570\u5b66\u8bad\u7ec3\u80fd\u953b\u70bc\u4f60\u7684\u903b\u8f91\u601d\u8003\u80fd\u529b\u548c\u62bd\u8c61\u601d\u7ef4\u80fd\u529b\uff0c\u8fd9\u5bf9\u4e8e\u89e3\u51b3\u4efb\u4f55\u7c7b\u578b\u7684\u95ee\u9898\u90fd\u662f\u6709\u76ca\u7684\uff0c\u5305\u62ec\u4eba\u5de5\u667a\u80fd\u95ee\u9898\u3002\n    <\/p>\n<\/li>\n<\/ol>\n<p>\n   \u603b\u4e4b\uff0c\u6211\u4eec\u4e0d\u5fc5\u7cbe\u901a\u6570\u5b66\uff0c\u4f46\u81f3\u5c11\u5bf9\u5176\u6709\u6240\u4e86\u89e3\uff0c\u4ee5\u4fbf\u66f4\u597d\u7684\u5e94\u5bf9\u5b66\u4e60\u3001\u5de5\u4f5c\u4e2d\u9047\u5230\u7684\u5404\u79cd\u6311\u6218\u3002\n  <\/p>\n<p>\n   <strong><br \/>\n    \u6570\u5b66\u77e5\u8bc6\u70b9\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<ul>\n<li>\n<p>\n     <strong><br \/>\n      \u7ebf\u6027\u4ee3\u6570<br \/>\n     <\/strong><br \/>\n     \uff1a\u77e9\u9635\u8fd0\u7b97\u3001\u5411\u91cf\u7a7a\u95f4\u3001\u7279\u5f81\u503c\u548c\u7279\u5f81\u5411\u91cf\u3001\u5947\u5f02\u503c\u5206\u89e3\u7b49\u90fd\u662f\u6df1\u5ea6\u5b66\u4e60\u4e2d\u5e38\u7528\u7684\u6570\u5b66\u5de5\u5177\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u5fae\u79ef\u5206<br \/>\n     <\/strong><br \/>\n     \uff1a\u5bfc\u6570\u3001\u68af\u5ea6\u3001\u6781\u503c\u7406\u8bba\u3001\u94fe\u5f0f\u6cd5\u5219\u3001\u79ef\u5206\u7b49\u5fae\u79ef\u5206\u77e5\u8bc6\u5728\u795e\u7ecf\u7f51\u7edc\u4f18\u5316\u4e2d\u975e\u5e38\u91cd\u8981\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u6982\u7387\u8bba\u4e0e\u7edf\u8ba1<br \/>\n     <\/strong><br \/>\n     \uff1a\u6982\u7387\u5206\u5e03\u3001\u671f\u671b\u3001\u65b9\u5dee\u3001\u534f\u65b9\u5dee\u3001\u8d1d\u53f6\u65af\u516c\u5f0f\u3001\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u7b49\u662f\u7406\u89e3\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u57fa\u7840\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u4f18\u5316\u7406\u8bba<br \/>\n     <\/strong><br \/>\n     \uff1a\u68af\u5ea6\u4e0b\u964d\u6cd5\u3001\u51f8\u4f18\u5316\u3001\u62c9\u683c\u6717\u65e5\u4e58\u5b50\u6cd5\u7b49\u4f18\u5316\u7b97\u6cd5\u5728\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u65f6\u7ecf\u5e38\u4f7f\u7528\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u6570\u503c\u5206\u6790<br \/>\n     <\/strong><br \/>\n     \uff1a\u6570\u503c\u7a33\u5b9a\u6027\u3001\u8bef\u5dee\u5206\u6790\u7b49\u5bf9\u4e8e\u7406\u89e3\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u7cbe\u786e\u6027\u548c\u53ef\u9760\u6027\u5f88\u91cd\u8981\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u4fe1\u606f\u8bba<br \/>\n     <\/strong><br \/>\n     \uff1a\u71b5\u3001\u4e92\u4fe1\u606f\u3001\u6761\u4ef6\u71b5\u7b49\u6982\u5ff5\u5bf9\u4e8e\u7406\u89e3\u548c\u8bc4\u4ef7\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u6548\u679c\u5f88\u91cd\u8981\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<p>\n   <strong><br \/>\n    \u63a8\u8350\u4e66\u7c4d\uff1a<br \/>\n   <\/strong>\n  <\/p>\n<ol>\n<li>\n    <strong><br \/>\n     \u300a\u6570\u5b66\u4e4b\u7f8e\u300b<br \/>\n    <\/strong>\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a\u5434\u519b\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u8fd9\u672c\u4e66\u4ee5\u901a\u4fd7\u6613\u61c2\u7684\u65b9\u5f0f\u4ecb\u7ecd\u4e86\u6570\u5b66\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u7684\u5e94\u7528\uff0c\u7279\u522b\u9002\u5408\u5bf9\u4eba\u5de5\u667a\u80fd\u611f\u5174\u8da3\u4f46\u7f3a\u4e4f\u6570\u5b66\u57fa\u7840\u7684\u540c\u5b66\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<ol start=\"2\">\n<li>\n    <strong><br \/>\n     \u300a\u767d\u8bdd\u673a\u5668\u5b66\u4e60\u7684\u6570\u5b66\u300b<br \/>\n    <\/strong>\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a [\u65e5]\u7acb\u77f3\u8d24\u543e\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u672c\u4e66\u901a\u8fc7\u6b63\u5728\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u7684\u7a0b\u5e8f\u5458\u7eeb\u4e43\u548c\u5979\u670b\u53cb\u7f8e\u7eea\u7684\u5bf9\u8bdd\uff0c\u7ed3\u5408\u56de\u5f52\u548c\u5206\u7c7b\u7684\u5177\u4f53\u95ee\u9898\uff0c\u9010\u6b65\u8bb2\u89e3\u4e86\u673a\u5668\u5b66\u4e60\u4e2d\u5b9e\u7528\u7684\u6570\u5b66\u57fa\u7840\u77e5\u8bc6\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<hr\/>\n<h3>\n   <a id=\"_269\"><br \/>\n   <\/a><br \/>\n   \u4e8c\u3001\u7b51\u57fa\u671f\uff1a\u673a\u5668\u5b66\u4e60\u5c0f\u6210<br \/>\n  <\/h3>\n<blockquote>\n<p>\n    <strong><br \/>\n     \u7b51\u57fa\u671f\uff0c\u4fee\u8005\u4ee5\u5185\u529b\u51dd\u805a\u6210\u4e39\uff0c\u5960\u5b9a\u4fee\u70bc\u4e4b\u57fa\uff0c\u65b9\u80fd\u8fdb\u9636\u3002<br \/>\n    <\/strong>\n   <\/p>\n<\/blockquote>\n<h4>\n   <a id=\"_274\"><br \/>\n   <\/a><br \/>\n   \u5b66\u4e60\u5efa\u8bae<br \/>\n  <\/h4>\n<p>\n   \u673a\u5668\u5b66\u4e60\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5360\u636e\u6838\u5fc3\u5730\u4f4d\u3002\u5b83\u662f\u4e00\u79cd\u8ba9\u8ba1\u7b97\u673a\u4ece\u6570\u636e\u4e2d\u81ea\u6211\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u4ece\u800c\u4f7f\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u80fd\u591f\u6267\u884c\u7279\u5b9a\u7684\u4efb\u52a1\u800c\u65e0\u9700\u8fdb\u884c\u663e\u5f0f\u7684\u7f16\u7a0b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u673a\u5668\u5b66\u4e60\u5141\u8bb8AI\u7cfb\u7edf\u6839\u636e\u8f93\u5165\u6570\u636e\u81ea\u884c\u6539\u8fdb\u5176\u6027\u80fd\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u4e8e\u56fa\u5b9a\u7684\u7a0b\u5e8f\u903b\u8f91\u3002\u8fd9\u79cd\u80fd\u529b\u4f7f\u5f97\u673a\u5668\u5b66\u4e60\u6210\u4e3a\u5b9e\u73b0\u81ea\u4e3b\u9a7e\u9a76\u6c7d\u8f66\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u56fe\u50cf\u8bc6\u522b\u7b49\u4f17\u591a\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7684\u57fa\u7840\u3002\n  <\/p>\n<p>\n   \u6b64\u5916\uff0c\u673a\u5668\u5b66\u4e60\u8fd8\u4e3a\u4eba\u5de5\u667a\u80fd\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u6570\u636e\u548c\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\uff0c\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u63a8\u8350\u7cfb\u7edf\u548c\u9884\u6d4b\u5206\u6790\u7b49\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u8bf4\uff0c\u6ca1\u6709\u673a\u5668\u5b66\u4e60\uff0c\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u5c06\u65e0\u6cd5\u53d1\u6325\u5176\u5168\u90e8\u6f5c\u529b\u3002\n  <\/p>\n<h4>\n   <a id=\"_280\"><br \/>\n   <\/a><br \/>\n   \u77e5\u8bc6\u70b9<br \/>\n  <\/h4>\n<h6>\n   <a id=\"1__282\"><br \/>\n   <\/a><br \/>\n   1. \u57fa\u672c\u6982\u5ff5<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     <strong><br \/>\n      \u673a\u5668\u5b66\u4e60<br \/>\n     <\/strong><br \/>\n     \uff1a\u4e00\u79cd\u6570\u636e\u5206\u6790\u6280\u672f\u548c\u7b97\u6cd5\u96c6\u5408\uff0c\u53ef\u4ee5\u8ba9\u8ba1\u7b97\u673a\u901a\u8fc7\u6570\u636e\u5b66\u4e60\u800c\u4e0d\u662f\u660e\u786e\u7f16\u7a0b\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u76d1\u7763\u5b66\u4e60<br \/>\n     <\/strong><br \/>\n     \uff1a\u6700\u5e38\u89c1\u7684\u4eba\u5de5\u667a\u80fd\u7c7b\u578b\uff0c\u6d89\u53ca\u4f7f\u7528\u5e26\u6807\u7b7e\u7684\u6570\u636e\u96c6\u8bad\u7ec3\u6a21\u578b\uff0c\u4ee5\u9884\u6d4b\u672a\u77e5\u6570\u636e\u7684\u6807\u7b7e\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u65e0\u76d1\u7763\u5b66\u4e60<br \/>\n     <\/strong><br \/>\n     \uff1a\u5728\u6ca1\u6709\u6807\u7b7e\u7684\u6570\u636e\u96c6\u4e0a\u5de5\u4f5c\uff0c\u5bfb\u627e\u6570\u636e\u4e2d\u7684\u9690\u85cf\u7ed3\u6784\u6216\u6a21\u5f0f\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u5f3a\u5316\u5b66\u4e60<br \/>\n     <\/strong><br \/>\n     \uff1a\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u5b66\u4e60\uff0c\u667a\u80fd\u4f53\u6839\u636e\u6240\u83b7\u5f97\u7684\u5956\u52b1\u6216\u60e9\u7f5a\u6765\u51b3\u5b9a\u4e0b\u4e00\u6b65\u884c\u52a8\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u795e\u7ecf\u7f51\u7edc<br \/>\n     <\/strong><br \/>\n     \uff1a\u53d7\u5230\u4eba\u8111\u542f\u53d1\u7684\u8ba1\u7b97\u6a21\u578b\uff0c\u53ef\u4ee5\u5904\u7406\u590d\u6742\u7684\u6570\u636e\u6a21\u5f0f\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u6df1\u5ea6\u5b66\u4e60<br \/>\n     <\/strong><br \/>\n     \uff1a\u4e00\u79cd\u7279\u6b8a\u7684\u673a\u5668\u5b66\u4e60\u5f62\u5f0f\uff0c\u4f7f\u7528\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u6a21\u62df\u4eba\u8111\u5904\u7406\u6570\u636e\u7684\u65b9\u5f0f\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u8fc1\u79fb\u5b66\u4e60<br \/>\n     <\/strong><br \/>\n     \uff1a\u5728\u4e0d\u540c\u4efb\u52a1\u6216\u57df\u4e4b\u95f4\u8f6c\u79fb\u77e5\u8bc6\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"2__299\"><br \/>\n   <\/a><br \/>\n   2.<br \/>\n   <strong><br \/>\n    \u6a21\u578b\u8bc4\u4f30<br \/>\n   <\/strong><br \/>\n  <\/h6>\n<blockquote>\n<p>\n    \u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\uff0c\u5e38\u7528\u7684\u5ea6\u91cf\u6807\u51c6\u5305\u62ec\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1\u5206\u6570\u7b49\u3002\n   <\/p>\n<\/blockquote>\n<ul>\n<li>\n<p>\n     <strong><br \/>\n      \u7279\u5f81\u5de5\u7a0b<br \/>\n     <\/strong><br \/>\n     \uff1a\u9009\u62e9\u548c\u6784\u9020\u6570\u636e\u7279\u6027\uff0c\u4ee5\u4fbf\u7b97\u6cd5\u80fd\u66f4\u597d\u5730\u7406\u89e3\u6570\u636e\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u635f\u5931\u51fd\u6570<br \/>\n     <\/strong><br \/>\n     \uff1a\u5982\u5747\u65b9\u8bef\u5dee\u3001\u4ea4\u53c9\u71b5\u635f\u5931\u3001Hinge\u635f\u5931\u7b49\uff0c\u7528\u4e8e\u8861\u91cf\u6a21\u578b\u9884\u6d4b\u548c\u5b9e\u9645\u6807\u7b7e\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u68af\u5ea6\u4e0b\u964d<br \/>\n     <\/strong><br \/>\n     \uff1a\u4e00\u79cd\u4f18\u5316\u7b97\u6cd5\uff0c\u5e38\u7528\u6765\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u4ea4\u53c9\u9a8c\u8bc1<br \/>\n     <\/strong><br \/>\n     \uff1a\u8bc4\u4f30\u6a21\u578b\u5728\u672a\u89c1\u8fc7\u7684\u6570\u636e\u4e0a\u7684\u8868\u73b0\uff0c\u4ee5\u907f\u514d\u8fc7\u62df\u5408\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u6b63\u5219\u5316<br \/>\n     <\/strong><br \/>\n     \uff1a\u9632\u6b62\u6a21\u578b\u8fc7\u62df\u5408\u7684\u6280\u672f\uff0c\u901a\u8fc7\u6dfb\u52a0\u60e9\u7f5a\u9879\u6765\u51cf\u5c11\u6a21\u578b\u590d\u6742\u5ea6\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u8d85\u53c2\u6570\u8c03\u4f18<br \/>\n     <\/strong><br \/>\n     \uff1a\u5728\u8bad\u7ec3\u4e4b\u524d\u786e\u5b9a\u6a21\u578b\u7684\u6700\u4f73\u914d\u7f6e\u53c2\u6570\uff0c\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6027\u80fd\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u8fc7\u62df\u5408\/\u6b20\u62df\u5408<br \/>\n     <\/strong><br \/>\n     \uff1a_\u8fc7\u62df\u5408_\u53d1\u751f\u5728\u6a21\u578b\u8fc7\u4e8e\u590d\u6742\u4ee5\u81f3\u4e8e\u6355\u6349\u4e86\u566a\u58f0\u800c\u975e\u6570\u636e\u7684\u771f\u5b9e\u672c\u8d28\uff0c\u5bfc\u81f4\u6cdb\u5316\u80fd\u529b\u5dee\uff1b_\u6b20\u62df\u5408_\u5219\u662f\u6a21\u578b\u592a\u7b80\u5355\uff0c\u672a\u80fd\u6355\u6349\u5230\u6570\u636e\u7684\u5173\u952e\u7279\u5f81\uff0c\u8868\u73b0\u4e3a\u5bf9\u8bad\u7ec3\u6570\u636e\u4e5f\u9884\u6d4b\u4e0d\u51c6\u786e\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"3__318\"><br \/>\n   <\/a><br \/>\n   3. \u6709\u76d1\u7763\u5b66\u4e60<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     \u5355\u4e2a\u5b66\u4e60\u5668\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u7ebf\u6027\u56de\u5f52\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u5bf9\u6570\u51e0\u7387\u56de\u5f52\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605Lasso\u56de\u5f52\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605K\u8fd1\u90bb\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u51b3\u7b56\u6811\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u6734\u7d20\u8d1d\u53f6\u65af\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u652f\u6301\u5411\u91cf\u673a(SVM)\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u795e\u7ecf\u7f51\u7edc\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u96c6\u6210\u5b66\u4e60<br \/>\n     <\/strong><br \/>\n     \uff1a\u901a\u8fc7\u6784\u5efa\u5e76\u7ed3\u5408\u591a\u4e2a\u5b66\u4e60\u5668\u6765\u5b8c\u6210\u5b66\u4e60\u4efb\u52a1\uff0c\u6839\u636e\u5b66\u4e60\u5668\u4e4b\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb,\u4e3b\u8981\u5206\u4e3aBagging\u548cBoosting\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u968f\u673a\u68ee\u6797\uff08Bagging\uff09\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605GBDT(Boosting)\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605AdaBoost(Boosting)\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605XGBoost(Boosting)\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605LightGBM(Boosting)\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"4__354\"><br \/>\n   <\/a><br \/>\n   4. \u65e0\u76d1\u7763\u5b66\u4e60<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     \u805a\u7c7b\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605K-means\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u5c42\u6b21\u805a\u7c7b\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u964d\u7ef4\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u4e3b\u6210\u5206\u5206\u6790(PCA)\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2605\u5947\u5f02\u503c\u5206\u89e3(SVD)\n    <\/p>\n<\/li>\n<\/ul>\n<h4>\n   <a id=\"_372\"><br \/>\n   <\/a><br \/>\n   \u63a8\u8350\u4e66\u7c4d<br \/>\n  <\/h4>\n<ol>\n<li>\n    \u300a\u7edf\u8ba1\u5b66\u4e60\u65b9\u6cd5\u300b\uff08\u7b2c2\u7248\uff09\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a\u674e\u822a\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u8fd9\u662f\u4e00\u672c\u8f83\u4e3a\u6df1\u5165\u7684\u673a\u5668\u5b66\u4e60\u6559\u6750\uff0c\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u5404\u79cd\u7ecf\u5178\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<ol start=\"2\">\n<li>\n    \u300a\u673a\u5668\u5b66\u4e60\u300b\uff08\u53c8\u79f0\u897f\u74dc\u4e66\uff09\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a\u5468\u5fd7\u534e\u8457\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u8fd9\u672c\u4e66\u7cfb\u7edf\u5168\u9762\u5730\u4ecb\u7ecd\u4e86\u673a\u5668\u5b66\u4e60\u7684\u57fa\u7840\u77e5\u8bc6\uff0c\u5305\u62ec\u76d1\u7763\u5b66\u4e60\u3001\u975e\u76d1\u7763\u5b66\u4e60\u3001\u534a\u76d1\u7763\u5b66\u4e60\u3001\u5f3a\u5316\u5b66\u4e60\u7b49\u5185\u5bb9\uff0c\u5e76\u4e14\u914d\u6709\u4e30\u5bcc\u7684\u6848\u4f8b\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<ol start=\"3\">\n<li>\n    \u300aScikit-Learn\u5b98\u65b9\u6587\u6863\u300b\uff1a\n   <\/li>\n<\/ol>\n<ul>\n<li>\n    \u63a8\u8350\u7406\u7531\uff1a\u867d\u7136\u662f\u6587\u6863\uff0c\u4f46\u662f\u975e\u5e38\u5b9e\u7528\uff0c\u53ef\u4ee5\u5feb\u901f\u638c\u63e1\u5404\u79cd\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u5177\u4f53\u5b9e\u73b0\u3002\n   <\/li>\n<\/ul>\n<hr\/>\n<h3>\n   <a id=\"_398\"><br \/>\n   <\/a><br \/>\n   \u4e09\u3001\u91d1\u4e39\u671f\uff1a\u6df1\u5ea6\u5b66\u4e60\u5927\u6210<br \/>\n  <\/h3>\n<blockquote>\n<p>\n    <strong><br \/>\n     \u91d1\u4e39\u671f\uff0c\u4e39\u7530\u4e4b\u4e2d\uff0c\u7075\u6c14\u6c47\u805a\u6210\u5f62\uff0c\u6210\u4e3a\u5b9e\u4f53\u4e4b\u4e39\uff0c\u5a01\u529b\u500d\u589e\u3002<br \/>\n    <\/strong>\n   <\/p>\n<\/blockquote>\n<h4>\n   <a id=\"_403\"><br \/>\n   <\/a><br \/>\n   \u5b66\u4e60\u5efa\u8bae<br \/>\n  <\/h4>\n<p>\n   \u6df1\u5ea6\u5b66\u4e60\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u5206\u652f\uff0c\u5b83\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u540c\u6837\u5360\u6709\u91cd\u8981\u5730\u4f4d\u3002\u5b83\u5229\u7528\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u6a21\u62df\u4eba\u8111\u7684\u5de5\u4f5c\u65b9\u5f0f\uff0c\u901a\u8fc7\u5bf9\u5927\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u5ea6\u590d\u6742\u7684\u6a21\u5f0f\u8bc6\u522b\u548c\u51b3\u7b56\u5236\u5b9a\u3002\n  <\/p>\n<p>\n   \u6df1\u5ea6\u5b66\u4e60\u5728\u56fe\u50cf\u548c\u58f0\u97f3\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4ee5\u53ca\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u6210\u5c31\u3002\u7531\u4e8e\u5176\u5f3a\u5927\u7684\u7279\u5f81\u63d0\u53d6\u80fd\u529b\uff0c\u6df1\u5ea6\u5b66\u4e60\u5df2\u6210\u4e3a\u8bb8\u591a\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\u3002\n  <\/p>\n<h4>\n   <a id=\"_409\"><br \/>\n   <\/a><br \/>\n   \u77e5\u8bc6\u70b9<br \/>\n  <\/h4>\n<h6>\n   <a id=\"1__411\"><br \/>\n   <\/a><br \/>\n   1. \u57fa\u672c\u6982\u5ff5<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     <strong><br \/>\n      \u6743\u91cd<br \/>\n     <\/strong><br \/>\n     \uff1a\u6743\u91cd\u662f\u8fde\u63a5\u4e0d\u540c\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u6865\u6881\uff0c\u5b83\u4eec\u51b3\u5b9a\u4e86\u6bcf\u4e2a\u8f93\u5165\u7279\u5f81\u7684\u91cd\u8981\u6027\u7a0b\u5ea6\uff0c\u901a\u8fc7\u5b66\u4e60\u8fc7\u7a0b\u88ab\u8c03\u6574\u4ee5\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u504f\u5dee<br \/>\n     <\/strong><br \/>\n     \uff1a\u504f\u5dee\u662f\u795e\u7ecf\u7f51\u7edc\u4e2d\u6bcf\u4e2a\u5355\u5143\u7684\u57fa\u7840\u504f\u7f6e\u503c\uff0c\u5f71\u54cd\u8be5\u5355\u5143\u6fc0\u6d3b\u72b6\u6001\u7684\u6982\u7387\u5206\u5e03\uff0c\u5b83\u662f\u51b3\u5b9a\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u7684\u91cd\u8981\u56e0\u7d20\u4e4b\u4e00\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u795e\u7ecf\u5143<br \/>\n     <\/strong><br \/>\n     \uff1a\u7c7b\u4f3c\u4e8e\u4eba\u8111\u4e2d\u7684\u795e\u7ecf\u5143\uff0c\u5b83\u662f\u6784\u6210\u795e\u7ecf\u7f51\u7edc\u7684\u57fa\u672c\u5355\u5143\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u5b66\u4e60\u7387<br \/>\n     <\/strong><br \/>\n     \uff1a\u5b66\u4e60\u7387\u662f\u6307\u5728\u68af\u5ea6\u4e0b\u964d\u8fc7\u7a0b\u4e2d\u6bcf\u6b21\u8fed\u4ee3\u65f6\u66f4\u65b0\u6743\u91cd\u7684\u6b65\u957f\u5927\u5c0f\uff0c\u5b83\u51b3\u5b9a\u4e86\u6a21\u578b\u53c2\u6570\u5411\u6700\u4f18\u89e3\u65b9\u5411\u79fb\u52a8\u7684\u901f\u5ea6\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u6fc0\u6d3b\u51fd\u6570<br \/>\n     <\/strong><br \/>\n     \uff1a\u5982sigmoid\u3001ReLU\u7b49\uff0c\u7528\u4e8e\u5f15\u5165\u975e\u7ebf\u6027\u56e0\u7d20\uff0c\u4f7f\u5f97\u795e\u7ecf\u7f51\u7edc\u80fd\u591f\u5b66\u4e60\u590d\u6742\u7684\u6a21\u5f0f\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u635f\u5931\u51fd\u6570<br \/>\n     <\/strong><br \/>\n     \uff1a\u8861\u91cf\u6a21\u578b\u9884\u6d4b\u503c\u548c\u771f\u5b9e\u503c\u4e4b\u95f4\u7684\u5dee\u5f02\uff0c\u5982\u5747\u65b9\u8bef\u5dee\u3001\u4ea4\u53c9\u71b5\u635f\u5931\u7b49\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u524d\u5411\u4f20\u64ad\uff1a\u8f93\u5165\u6570\u636e\u901a\u8fc7\u7f51\u7edc\u4f20\u9012\uff0c\u6bcf\u4e00\u5c42\u7684\u8f93\u51fa\u6210\u4e3a\u4e0b\u4e00\u5c42\u7684\u8f93\u5165\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u53cd\u5411\u4f20\u64ad\uff1a\u9519\u8bef\u4fe1\u53f7\u4ece\u8f93\u51fa\u5c42\u53cd\u5411\u4f20\u9012\u56de\u7f51\u7edc\uff0c\u7528\u4e8e\u8c03\u6574\u6743\u91cd\u4ee5\u6700\u5c0f\u5316\u8bef\u5dee\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u4f18\u5316\u5668<br \/>\n     <\/strong><br \/>\n     \uff1a\u7528\u4e8e\u66f4\u65b0\u6743\u91cd\u4ee5\u8fbe\u5230\u6700\u5c0f\u5316\u7684\u635f\u5931\u51fd\u6570\uff0c\u5e38\u89c1\u7684\u4f18\u5316\u5668\uff1aSGD(\u968f\u673a\u68af\u5ea6\u4e0b\u964d)\u3001Mini-batch SGD(\u5c0f\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u6cd5)\u3001\u52a8\u91cf\u6cd5\u3001Adam\u3001AdaGrade\u3001RMSprop\/Adadelta\u7b49\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u6b63\u5219\u5316<br \/>\n     <\/strong><br \/>\n     \uff1aL1\/L2\u6b63\u5219\u5316\u3001Dropout\u7b49\uff0c\u7528\u4e8e\u9632\u6b62\u8fc7\u62df\u5408\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u8f93\u5165\u5c42\/\u9690\u85cf\u5c42\/\u8f93\u51fa\u5c42\uff1a\u6df1\u5ea6\u5b66\u4e60\u7684\u57fa\u672c\u7ec4\u6210\u90e8\u5206\u5305\u62ec\u8f93\u5165\u5c42\u3001\u9690\u85cf\u5c42\u548c\u8f93\u51fa\u5c42\uff0c\u5176\u4e2d\u8f93\u5165\u5c42\u63a5\u6536\u5916\u90e8\u6570\u636e\uff0c\u8f93\u51fa\u5c42\u63d0\u4f9b\u6700\u7ec8\u7ed3\u679c\uff0c\u800c\u9690\u85cf\u5c42\u5219\u8d1f\u8d23\u6570\u636e\u7684\u5185\u90e8\u8868\u793a\u548c\u8f6c\u6362\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"2__436\"><br \/>\n   <\/a><br \/>\n   2. \u795e\u7ecf\u7f51\u7edc\u6a21\u578b<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     \u524d\u9988\u795e\u7ecf\u7f51\u7edc(FNNs)\uff1a\u8fd9\u662f\u6700\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u53ea\u5305\u542b\u8f93\u5165\u5c42\u3001\u9690\u85cf\u5c42\u548c\u8f93\u51fa\u5c42\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u53cd\u5411\u4f20\u64ad\u7f51\u7edc(BP)\uff1a<br \/>\n     <strong><br \/>\n      BP\u795e\u7ecf\u7f51\u7edc<br \/>\n     <\/strong><br \/>\n     \u662f\u6df1\u5ea6\u5b66\u4e60\u4e2d\u6700\u7ecf\u5178\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4e4b\u4e00\uff0c\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5728\u524d\u5411\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\u5c06\u8bef\u5dee\u4fe1\u53f7\u901a\u8fc7\u94fe\u5f0f\u6cd5\u5219\u53cd\u5411\u4f20\u64ad\u5230\u6bcf\u4e00\u5c42\uff0c\u5e76\u636e\u6b64\u8c03\u6574\u6743\u91cd\uff0c\u4ee5\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u5377\u79ef\u795e\u7ecf\u7f51\u7edc(CNNs)<br \/>\n     <\/strong><br \/>\n     : \u4e13\u95e8\u7528\u4e8e\u56fe\u50cf\u5904\u7406\uff0c\u5305\u542b\u5377\u79ef\u5c42\u3001\u6c60\u5316\u5c42\u3001\u5168\u8fde\u63a5\u5c42\u7b49\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606LeNet\uff1aLeNet\u662f\u4e00\u4e2a\u7ecf\u5178\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u7528\u4e8e\u624b\u5199\u6570\u5b57\u8bc6\u522b\u3002\u5b83\u5305\u542b\u4e24\u5c42\u5377\u79ef\u5c42\u548c\u4e09\u4e2a\u5168\u8fde\u63a5\u5c42\uff0c\u5176\u4e2d\u5377\u79ef\u5c42\u91c7\u7528ReLU\u6fc0\u6d3b\u51fd\u6570\u548c\u6c60\u5316\u64cd\u4f5c\uff0c\u5168\u8fde\u63a5\u5c42\u91c7\u7528Softmax\u8f93\u51fa\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606AlexNet\uff1aAlexNet\u662f\u7b2c\u4e00\u4e2a\u5728ImageNet\u6311\u6218\u8d5b\u4e0a\u83b7\u5f97\u663e\u8457\u6210\u7ee9\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u5305\u542b\u4e94\u4e2a\u5377\u79ef\u5c42\u548c\u4e09\u4e2a\u5168\u8fde\u63a5\u5c42\uff0c\u4f7f\u7528ReLU\u6fc0\u6d3b\u51fd\u6570\u548cDropout\u6b63\u5219\u5316\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606VGG\uff1aVGG\u7f51\u7edc\u7ed3\u6784\u7d27\u51d1\uff0c\u7531\u82e5\u5e72\u4e2a\u5377\u79ef\u5c42\u548c\u51e0\u4e2a\u5168\u8fde\u63a5\u5c42\u7ec4\u6210\uff0c\u4f7f\u7528ReLu\u6fc0\u6d3b\u51fd\u6570\u548c\u5168\u5c40\u5e73\u5747\u6c60\u5316\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606GoogLeNet\uff1aGoogLeNet\u5f15\u5165\u4e86Inception\u6a21\u5757\uff0c\u901a\u8fc7\u5e76\u884c\u4e0d\u540c\u5c3a\u5bf8\u7684\u5377\u79ef\u6838\u63d0\u53d6\u7279\u5f81\uff0c\u5927\u5927\u63d0\u5347\u4e86\u6027\u80fd\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606ResNet\uff1aResNet\u901a\u8fc7\u5f15\u5165\u6b8b\u5dee\u5b66\u4e60\u673a\u5236\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u6df1\u5c42\u7f51\u7edc\u8bad\u7ec3\u56f0\u96be\u7684\u95ee\u9898\uff0c\u4f7f\u5f97\u8bad\u7ec3\u66f4\u6df1\u7684\u7f51\u7edc\u6210\u4e3a\u53ef\u80fd\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606DenseNet\uff1aDenseNet\u5c06\u6bcf\u4e2a\u5c42\u7684\u8f93\u51fa\u8fde\u63a5\u5230\u540e\u7eed\u7684\u6240\u6709\u5c42\uff0c\u51cf\u5c11\u4e86\u53c2\u6570\u6570\u91cf\uff0c\u63d0\u9ad8\u4e86\u7f51\u7edc\u6548\u7387\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606MobileNet\uff1aMobileNet\u9488\u5bf9\u79fb\u52a8\u8bbe\u5907\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u91c7\u7528\u4e86\u6df1\u5ea6\u53ef\u5206\u79bb\u5377\u79ef\uff0c\u964d\u4f4e\u4e86\u8ba1\u7b97\u6210\u672c\u548c\u6a21\u578b\u5927\u5c0f\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606EfficientNet\uff1aEfficientNet\u662f\u57fa\u4e8e\u590d\u5408\u7f29\u653e\u7684\u65b9\u6cd5\u8bbe\u8ba1\u7684\uff0c\u901a\u8fc7\u5e73\u8861\u7f51\u7edc\u5bbd\u5ea6\u3001\u6df1\u5ea6\u548c\u5206\u8fa8\u7387\uff0c\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u6027\u80fd\u548c\u6548\u7387\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u751f\u6210\u5bf9\u6297\u7f51\u7edc(GANs): \u7528\u4e8e\u751f\u6210\u65b0\u6837\u672c\uff0c\u7531\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u7ec4\u6210\uff0c\u751f\u6210\u5668\u4ea7\u751f\u903c\u771f\u7684\u6570\u636e\uff0c\u5224\u522b\u5668\u533a\u5206\u771f\u5047\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u5faa\u73af\u795e\u7ecf\u7f51\u7edc(RNNs)<br \/>\n     <\/strong><br \/>\n     : \u9002\u5408\u5904\u7406\u5e8f\u5217\u6570\u636e\uff0c\u5982\u65f6\u95f4\u5e8f\u5217\u548c\u81ea\u7136\u8bed\u8a00\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc(LSTM)\uff1a\u662f\u4e00\u79cd\u7279\u6b8a\u7684RNN\uff0c\u80fd\u591f\u8bb0\u4f4f\u957f\u671f\u4fe1\u606f\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606\u95e8\u63a7\u5faa\u73af\u5355\u5143(GRU):\u7c7b\u4f3c\u4e8eLSTM\uff0c\u4f46\u7ed3\u6784\u66f4\u7b80\u5355\uff0c\u53c2\u6570\u66f4\u5c11\uff0c\u8bad\u7ec3\u901f\u5ea6\u66f4\u5feb\u3002GRU\u4e5f\u4f7f\u7528\u95e8\u673a\u5236\u6765\u63a7\u5236\u4fe1\u606f\u7684\u6d41\u52a8\uff0c\u4f46\u53ea\u6709\u4e24\u4e2a\u95e8\uff1a\u66f4\u65b0\u95e8\u548c\u91cd\u7f6e\u95e8\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606\u53cc\u5411\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc(Bi-LSTM):Bi-LSTM\u6269\u5c55\u4e86LSTM\uff0c\u53ef\u4ee5\u5728\u8fc7\u53bb\u548c\u672a\u6765\u7684\u4e0a\u4e0b\u6587\u4e2d\u6355\u83b7\u4fe1\u606f\uff0c\u8fd9\u4f7f\u5f97\u5b83\u5728\u8bb8\u591a\u5e8f\u5217\u76f8\u5173\u4efb\u52a1\u4e2d\u8868\u73b0\u66f4\u597d\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u81ea\u7f16\u7801\u5668(Autoencoders):\u4e3b\u8981\u7528\u4e8e\u6570\u636e\u538b\u7f29\u548c\u7279\u5f81\u5b66\u4e60\uff0c\u5206\u4e3a\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606Transformer:\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u7279\u522b\u64c5\u957f\u5904\u7406\u957f\u8ddd\u79bb\u4f9d\u8d56\u95ee\u9898\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u5176\u4ed6\u5e8f\u5217\u6570\u636e\u5904\u7406\u4efb\u52a1\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606BERT:\u57fa\u4e8eTransformer\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u7528\u4e8e\u5404\u79cdNLP\u4efb\u52a1\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2606GPT:\u57fa\u4e8eTransformer\u6a21\u578b\u7684\u4e00\u79cd\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff0c\u7528\u4e8e\u751f\u6210\u8fde\u8d2f\u7684\u6587\u672c\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u53d8\u5206\u81ea\u7f16\u7801\u5668(VAEs):\u4e00\u79cd\u751f\u6210\u6a21\u578b\uff0c\u80fd\u591f\u751f\u6210\u65b0\u7684\u6570\u636e\u6837\u672c\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"3__487\"><br \/>\n   <\/a><br \/>\n   3. \u6df1\u5ea6\u5b66\u4e60\u6846\u67b6<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     <strong><br \/>\n      PyTorch<br \/>\n     <\/strong><br \/>\n     \uff1a\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      TensorFlow<br \/>\n     <\/strong><br \/>\n     \uff1a\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     Keras\uff1a\u4f5c\u4e3aTensorFlow\u7684\u9ad8\u5c42API\uff0c\u7b80\u5316\u4e86\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bbe\u8ba1\u548c\u5b9e\u73b0\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     Caffe\uff1a\u7531\u4f2f\u514b\u5229\u5b9e\u9a8c\u5ba4\u5f00\u53d1\uff0c\u4e13\u6ce8\u4e8e\u56fe\u50cf\u8bc6\u522b\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u2026\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"4__500\"><br \/>\n   <\/a><br \/>\n   4. \u6a21\u578b\u538b\u7f29\u65b9\u6cd5\uff1a<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     \u6743\u91cd\u5171\u4eab\uff1a\u5728\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4e2d\uff0c\u4e0d\u540c\u4f4d\u7f6e\u7684\u76f8\u540c\u6ee4\u6ce2\u5668\u53ea\u6709\u4e00\u4efd\u53c2\u6570\uff0c\u8fd9\u6837\u53ef\u4ee5\u5927\u5927\u51cf\u5c11\u6a21\u578b\u53c2\u6570\u7684\u6570\u91cf\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u6279\u91cf\u5f52\u4e00\u5316\uff1a\u901a\u8fc7\u89c4\u8303\u5316\u8f93\u5165\u6570\u636e\uff0c\u52a0\u901f\u6a21\u578b\u7684\u6536\u655b\u901f\u5ea6\uff0c\u540c\u65f6\u4e5f\u51cf\u5c11\u4e86\u6a21\u578b\u5bf9\u4e8e\u521d\u59cb\u6743\u91cd\u7684\u654f\u611f\u6027\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u6a21\u578b\u526a\u679d\uff1a\u5220\u9664\u6a21\u578b\u4e2d\u5197\u4f59\u7684\u90e8\u5206\uff0c\u4f8b\u5982\u7a00\u758f\u8fde\u63a5\u6216\u8005\u4e0d\u91cd\u8981\u7684\u8282\u70b9\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u6a21\u578b\u91cf\u5316\uff1a\u5c06\u6a21\u578b\u7684\u6d6e\u70b9\u6570\u53c2\u6570\u8f6c\u6362\u4e3a\u4f4e\u7cbe\u5ea6\u8868\u793a\uff08\u5982INT8\uff09\uff0c\u53ef\u4ee5\u5728\u786c\u4ef6\u4e0a\u52a0\u901f\u8ba1\u7b97\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u77e5\u8bc6\u84b8\u998f<br \/>\n     <\/strong><br \/>\n     \uff1a\u5229\u7528\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u5927\u6a21\u578b\u6307\u5bfc\u5c0f\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u4f7f\u5c0f\u6a21\u578b\u4e5f\u80fd\u8fbe\u5230\u7c7b\u4f3c\u5927\u6a21\u578b\u7684\u6548\u679c\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<h6>\n   <a id=\"5__513\"><br \/>\n   <\/a><br \/>\n   5. \u4e3b\u6d41\u6280\u672f<br \/>\n  <\/h6>\n<ul>\n<li>\n<p>\n     \u81ea\u7136\u8bed\u8a00\u5904\u7406(NLP)\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u673a\u5668\u89c6\u89c9\u6280\u672f\uff08CV\uff09\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u8bed\u97f3\u8bc6\u522b\u6280\u672f\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u673a\u5668\u4eba\u6280\u672f\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u5f3a\u5316\u5b66\u4e60\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u4e13\u5bb6\u7cfb\u7edf\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u9057\u4f20\u7b97\u6cd5\n    <\/p>\n<\/li>\n<\/ul>\n<h4>\n   <a id=\"_530\"><br \/>\n   <\/a><br \/>\n   \u63a8\u8350\u4e66\u7c4d<br \/>\n  <\/h4>\n<ol>\n<li>\n    \u300aDeep Learning\u300b\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a[\u7f8e]\u4f0a\u6069\u00b7\u53e4\u5fb7\u8d39\u6d1b\u3001[\u52a0]\u7ea6\u4e66\u4e9a\u00b7\u672c\u5409\u5965\u3001[\u52a0]\u4e9a\u4f26\u00b7\u5e93\u7ef4\u5c14.\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u8fd9\u672c\u4e66\u88ab\u5e7f\u6cdb\u8ba4\u4e3a\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u5723\u7ecf\u3002\u5b83\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u7406\u8bba\u57fa\u7840\uff0c\u5305\u62ec\u795e\u7ecf\u7f51\u7edc\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u3001\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7b49\uff0c\u5e76\u63d0\u4f9b\u4e86\u5927\u91cf\u7684\u5b9e\u8df5\u6848\u4f8b\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<ol start=\"2\">\n<li>\n    \u300aPython\u6df1\u5ea6\u5b66\u4e60\u300b\uff08\u7b2c2\u7248\uff09\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a\u5f17\u6717\u7d22\u74e6\u00b7\u8096\u83b1(Keras\u5e93\u7684\u521b\u5efa\u8005)\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u8fd9\u672c\u4e66\u7528\u7b80\u6d01\u660e\u4e86\u7684\u8bed\u8a00\u4ecb\u7ecd\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u6982\u5ff5\uff0c\u5e76\u63d0\u4f9b\u4e86\u5927\u91cf\u7684\u5b9e\u4f8b\u548c\u4ee3\u7801\u793a\u4f8b\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<ol start=\"3\">\n<li>\n    \u300a\u52a8\u624b\u5b66\u6df1\u5ea6\u5b66\u4e60\u300b\n   <\/li>\n<\/ol>\n<ul>\n<li>\n<p>\n     \u4f5c\u8005\uff1a\u963f\u65af\u987f\u00b7\u5f20\uff08Aston Zhang\uff09\u3001\u674e\u6c90\uff08Mu Li\uff09\u7b49\n    <\/p>\n<\/li>\n<li>\n<p>\n     \u7b80\u4ecb\uff1a\u672c\u4e66\u65e8\u5728\u5411\u8bfb\u8005\u4ea4\u4ed8\u6709\u5173\u6df1\u5ea6\u5b66\u4e60\u7684\u4ea4\u4e92\u5f0f\u5b66\u4e60\u4f53\u9a8c\u3002\u672c\u4e66\u540c\u65f6\u8986\u76d6\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6cd5\u548c\u5b9e\u8df5\u3002\u4e0e\u4f20\u7edf\u56fe\u4e66\u4e0d\u540c\uff0c\u672c\u4e66\u7684\u6bcf\u4e00\u8282\u90fd\u662f\u4e00\u4e2a\u53ef\u4ee5\u4e0b\u8f7d\u5e76\u8fd0\u884c\u7684 Jupyter\u8bb0\u4e8b\u672c\uff0c\u5b83\u5c06\u6587\u5b57\u3001\u516c\u5f0f\u3001\u56fe\u50cf\u3001\u4ee3\u7801\u548c\u8fd0\u884c\u7ed3\u679c\u7ed3\u5408\u5728\u4e86\u4e00\u8d77\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<hr\/>\n<h3>\n   <a id=\"_558\"><br \/>\n   <\/a><br \/>\n   \u56db\u3001\u5143\u5a74\u671f\uff1a\u4eba\u5de5\u667a\u80fd\u5706\u6ee1<br \/>\n  <\/h3>\n<blockquote>\n<p>\n    <strong><br \/>\n     \u5143\u5a74\u671f\uff0c\u4fee\u5f97\u771f\u7075\uff0c\u80fd\u79bb\u58f3\u800c\u51fa\uff0c\u6e38\u8d70\u56db\u65b9\uff0c\u5a01\u529b\u65e0\u7a77\u3002<br \/>\n    <\/strong>\n   <\/p>\n<\/blockquote>\n<p>\n   \u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u4f60\u5df2\u7ecf\u638c\u63e1\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u6240\u6709\u7406\u8bba\u77e5\u8bc6\uff0c\u4f46\u8981\u60f3\u771f\u6b63\u638c\u63e1\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u8fd9\u4e9b\u662f\u8fdc\u8fdc\u4e0d\u591f\u7684\u3002\u4f60\u8fd8\u9700\u8981\u901a\u8fc7\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u6765\u5c06\u6240\u5b66\u5e94\u7528\u5230\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u52a0\u6df1\u5bf9\u7b97\u6cd5\u7684\u7406\u89e3\u548c\u63d0\u9ad8\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u7684\u80fd\u529b\u3002\n  <\/p>\n<ul>\n<li>\n<p>\n     <strong><br \/>\n      \u524d\u6cbf\u6280\u672f<br \/>\n     <\/strong><br \/>\n     \uff1a\n    <\/p>\n<\/li>\n<li>\n<p>\n     (1)\u5173\u6ce8\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6700\u65b0\u7814\u7a76\u6210\u679c\uff0c\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7684\u6700\u65b0\u7b97\u6cd5\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u6700\u65b0\u8fdb\u5c55\u7b49\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     (2)\u9605\u8bfb\u548c\u7406\u89e3\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u7684\u8bba\u6587\uff0c\u8ddf\u8e2a\u5b66\u672f\u754c\u7684\u52a8\u6001\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u7ee7\u7eed\u5b66\u4e60<br \/>\n     <\/strong><br \/>\n     \uff1a\n    <\/p>\n<\/li>\n<li>\n<p>\n     (1)\u9605\u8bfb\u76f8\u5173\u4e66\u7c4d\u548c\u6587\u6863\uff0c\u4ee5\u83b7\u5f97\u66f4\u6df1\u5165\u7684\u7406\u8bba\u77e5\u8bc6\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     (2)\u5229\u7528\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\uff0c\u641c\u7d22\u76f8\u5173\u6559\u7a0b\u89c6\u9891\uff0c\u5e2e\u52a9\u7406\u89e3\u590d\u6742\u6982\u5ff5\uff0c\u5982B\u7ad9\u3001Coursera\u3001edX\u3001Udacity\u3001fast.ai\u63d0\u4f9b\u7531\u65af\u5766\u798f\u3001MIT\u3001\u6df1\u5ea6\u5b66\u4e60.ai (fast.ai) \u7b49\u540d\u6821\u5f00\u8bbe\u7684\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u8bfe\u7a0b\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u9879\u76ee\u5b9e\u6218<br \/>\n     <\/strong><br \/>\n     \uff1a\n    <\/p>\n<\/li>\n<li>\n<p>\n     (1)\u53c2\u4e0e\u5f00\u6e90\u9879\u76ee\u6216\u4f01\u4e1a\u5408\u4f5c\u9879\u76ee\uff0c\u901a\u8fc7\u5b9e\u9645\u64cd\u4f5c\u63d0\u5347\u6280\u80fd\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     (2)Kaggle \u548c Google AI Hub \u63d0\u4f9b\u771f\u5b9e\u7684\u6570\u636e\u96c6\u548c\u9879\u76ee\uff0c\u53ef\u4ee5\u7ec3\u4e60\u548c\u63d0\u9ad8\u5b9e\u6218\u80fd\u529b\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     (3)GitHub \u662f\u67e5\u627e\u548c\u53c2\u4e0e\u5f00\u6e90\u9879\u76ee\u7684\u597d\u5730\u65b9\uff0c\u8bb8\u591a\u7814\u7a76\u8005\u548c\u5f00\u53d1\u8005\u4f1a\u5728\u8fd9\u91cc\u5206\u4eab\u4ed6\u4eec\u7684\u4ee3\u7801\u548c\u6a21\u578b\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<h3>\n   <a id=\"_591\"><br \/>\n   <\/a><br \/>\n   \u4e94\u3001\u5316\u795e\u671f\uff1a\u4eba\u5de5\u667a\u80fd\u5927\u5706\u6ee1<br \/>\n  <\/h3>\n<blockquote>\n<p>\n    <strong><br \/>\n     \u5316\u795e\u671f\uff0c\u4ee5\u795e\u8bc6\u611f\u5e94\u5929\u5730\uff0c\u9a71\u4f7f\u4e07\u7269\uff0c\u795e\u901a\u5e7f\u5927\u3002<br \/>\n    <\/strong>\n   <\/p>\n<\/blockquote>\n<p>\n   \u5728\u8fd9\u4e2a\u9636\u6bb5\uff0c\u5927\u5bb6\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u7ecf\u9a8c\u5728\u73b0\u6709\u7b97\u6cd5\u548c\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u6539\u8fdb\u548c\u521b\u65b0\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u4e8e\u884c\u4e1a\u76f8\u5173\u4ea7\u54c1\u4e2d\uff1a\n  <\/p>\n<ul>\n<li>\n<p>\n     <strong><br \/>\n      \u7b97\u6cd5\u521b\u65b0<br \/>\n     <\/strong><br \/>\n     \uff1a\u5728\u73b0\u6709\u7b97\u6cd5\u548c\u6a21\u578b\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u6539\u8fdb\u548c\u521b\u65b0\uff0c\u63d0\u51fa\u65b0\u7684\u7406\u8bba\u548c\u65b9\u6cd5\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u4ea4\u53c9\u5b66\u79d1<br \/>\n     <\/strong><br \/>\n     \uff1a\u63a2\u7d22\u4eba\u5de5\u667a\u80fd\u4e0e\u5176\u4ed6\u5b66\u79d1\u7684\u4ea4\u53c9\u70b9\uff0c\u5982\u751f\u7269\u5b66\u3001\u5fc3\u7406\u5b66\u3001\u54f2\u5b66\u7b49\uff0c\u62d3\u5c55\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\u9886\u57df\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u5f00\u6e90\u8d21\u732e<br \/>\n     <\/strong><br \/>\n     \uff1a\u79ef\u6781\u53c2\u4e0e\u5f00\u6e90\u793e\u533a\uff0c\u4e3a\u5f00\u6e90\u9879\u76ee\u8d21\u732e\u4ee3\u7801\u548c\u6587\u6863\uff0c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u4ea7\u54c1\u8bbe\u8ba1<br \/>\n     <\/strong><br \/>\n     \uff1a\u5b66\u4e60\u5982\u4f55\u5c06\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5e94\u7528\u4e8e\u5b9e\u9645\u4ea7\u54c1\u4e2d\uff0c\u8bbe\u8ba1\u5177\u6709\u521b\u65b0\u6027\u548c\u5b9e\u7528\u6027\u7684\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u56e2\u961f\u7ba1\u7406<br \/>\n     <\/strong><br \/>\n     \uff1a\u638c\u63e1\u56e2\u961f\u7ba1\u7406\u548c\u9879\u76ee\u7ba1\u7406\u7684\u57fa\u672c\u6280\u80fd\uff0c\u5e26\u9886\u56e2\u961f\u5b8c\u6210\u590d\u6742\u7684\u4eba\u5de5\u667a\u80fd\u9879\u76ee\u3002\n    <\/p>\n<\/li>\n<li>\n<p>\n     <strong><br \/>\n      \u5e02\u573a\u63a8\u5e7f<br \/>\n     <\/strong><br \/>\n     \uff1a\u4e86\u89e3\u5e02\u573a\u9700\u6c42\u548c\u8d8b\u52bf\uff0c\u5b66\u4e60\u5982\u4f55\u5c06\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u63a8\u5411\u5e02\u573a\uff0c\u5b9e\u73b0\u5546\u4e1a\u5316\u3002\n    <\/p>\n<\/li>\n<\/ul>\n<p>\n   \u5e0c\u671b\u672c\u6587\u7684\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u8def\u7ebf\u56fe\u80fd\u80fd\u5e2e\u52a9\u4f60\u6784\u5efa\u575a\u5b9e\u7684\u4eba\u5de5\u667a\u80fd\u77e5\u8bc6\u57fa\u7840\uff0c\u5e76\u5f15\u5bfc\u4f60\u8d70\u5411\u6df1\u5165\u5b66\u4e60\u7684\u9053\u8def\u3002<br \/>\n   <br \/>\n   \u8bb0\u4f4f\uff0c\u4eba\u5de5\u667a\u80fd\u662f\u4e00\u4e2a\u4e0d\u65ad\u8fdb\u5316\u7684\u9886\u57df\uff0c\u4fdd\u6301\u5bf9\u65b0\u77e5\u7684\u597d\u5947\u5fc3\u548c\u6301\u7eed\u5b66\u4e60\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u65e0\u8bba\u4f60\u7684\u76ee\u6807\u662f\u4ec0\u4e48\uff0c\u90fd\u4e0d\u8981\u5fd8\u8bb0\u4eab\u53d7\u5b66\u4e60\u7684\u8fc7\u7a0b\uff0c\u56e0\u4e3a\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u4f60\u4f1a\u53d1\u73b0\u65e0\u5c3d\u7684\u4e50\u8da3\u548c\u53ef\u80fd\u3002\n  <\/p>\n<h2>\n   <a id=\"Python_614\"><br \/>\n   <\/a><br \/>\n   \u5173\u4e8ePython\u5b66\u4e60\u6307\u5357<br \/>\n  <\/h2>\n<p>\n   \u5b66\u597d Python \u4e0d\u8bba\u662f\u5c31\u4e1a\u8fd8\u662f\u505a\u526f\u4e1a\u8d5a\u94b1\u90fd\u4e0d\u9519\uff0c\u4f46\u8981\u5b66\u4f1a Python \u8fd8\u662f\u8981\u6709\u4e00\u4e2a\u5b66\u4e60\u89c4\u5212\u3002\u6700\u540e\u7ed9\u5927\u5bb6\u5206\u4eab\u4e00\u4efd\u5168\u5957\u7684 Python \u5b66\u4e60\u8d44\u6599\uff0c\u7ed9\u90a3\u4e9b\u60f3\u5b66\u4e60 Python \u7684\u5c0f\u4f19\u4f34\u4eec\u4e00\u70b9\u5e2e\u52a9\uff01\n  <\/p>\n<p>\n   <mark><br \/>\n    \u5305\u62ec\uff1aPython\u6fc0\u6d3b\u7801+\u5b89\u88c5\u5305\u3001Python web\u5f00\u53d1\uff0cPython\u722c\u866b\uff0cPython\u6570\u636e\u5206\u6790\uff0c\u4eba\u5de5\u667a\u80fd\u3001\u81ea\u52a8\u5316\u529e\u516c\u7b49\u5b66\u4e60\u6559\u7a0b\u3002\u5e26\u4f60\u4ece\u96f6\u57fa\u7840\u7cfb\u7edf\u6027\u7684\u5b66\u597dPython\uff01<br \/>\n   <\/mark>\n  <\/p>\n<h4>\n   <a id=\"Python_625\"><br \/>\n   <\/a><br \/>\n   \ud83d\udc49Python\u6240\u6709\u65b9\u5411\u7684\u5b66\u4e60\u8def\u7ebf\ud83d\udc48<br \/>\n  <\/h4>\n<p>\n   Python\u6240\u6709\u65b9\u5411\u8def\u7ebf\u5c31\u662f\u628aPython\u5e38\u7528\u7684\u6280\u672f\u70b9\u505a\u6574\u7406\uff0c\u5f62\u6210\u5404\u4e2a\u9886\u57df\u7684\u77e5\u8bc6\u70b9\u6c47\u603b\uff0c\u5b83\u7684\u7528\u5904\u5c31\u5728\u4e8e\uff0c\u4f60\u53ef\u4ee5\u6309\u7167\u4e0a\u9762\u7684\u77e5\u8bc6\u70b9\u53bb\u627e\u5bf9\u5e94\u7684\u5b66\u4e60\u8d44\u6e90\uff0c\u4fdd\u8bc1\u81ea\u5df1\u5b66\u5f97\u8f83\u4e3a\u5168\u9762\u3002<br \/>\n   <mark><br \/>\n    <strong><br \/>\n     \uff08\u5168\u5957\u6559\u7a0b\u6587\u672b\u9886\u53d6\uff09<br \/>\n    <\/strong><br \/>\n   <\/mark>\n  <\/p>\n<\/p>\n<h4>\n   <a id=\"Python600_636\"><br \/>\n   <\/a><br \/>\n   \ud83d\udc49Python\u5b66\u4e60\u89c6\u9891600\u5408\u96c6\ud83d\udc48<br \/>\n  <\/h4>\n<p>\n   \u89c2\u770b\u96f6\u57fa\u7840\u5b66\u4e60\u89c6\u9891\uff0c\u770b\u89c6\u9891\u5b66\u4e60\u662f\u6700\u5feb\u6377\u4e5f\u662f\u6700\u6709\u6548\u679c\u7684\u65b9\u5f0f\uff0c\u8ddf\u7740\u89c6\u9891\u4e2d\u8001\u5e08\u7684\u601d\u8def\uff0c\u4ece\u57fa\u7840\u5230\u6df1\u5165\uff0c\u8fd8\u662f\u5f88\u5bb9\u6613\u5165\u95e8\u7684\u3002\n  <\/p>\n<\/p>\n<h4>\n   <a id=\"mark_644\"><br \/>\n   <\/a><br \/>\n   <mark><br \/>\n    \u6e29\u99a8\u63d0\u793a\uff1a\u7bc7\u5e45\u6709\u9650\uff0c\u5df2\u6253\u5305\u6587\u4ef6\u5939\uff0c\u83b7\u53d6\u65b9\u5f0f\u5728\uff1a\u6587\u672b<br \/>\n   <\/mark><br \/>\n  <\/h4>\n<h4>\n   <a id=\"Python70_651\"><br \/>\n   <\/a><br \/>\n   \ud83d\udc49Python70\u4e2a\u5b9e\u6218\u7ec3\u624b\u6848\u4f8b&amp;\u6e90\u7801\ud83d\udc48<br \/>\n  <\/h4>\n<p>\n   \u5149\u5b66\u7406\u8bba\u662f\u6ca1\u7528\u7684\uff0c\u8981\u5b66\u4f1a\u8ddf\u7740\u4e00\u8d77\u6572\uff0c\u8981\u52a8\u624b\u5b9e\u64cd\uff0c\u624d\u80fd\u5c06\u81ea\u5df1\u7684\u6240\u5b66\u8fd0\u7528\u5230\u5b9e\u9645\u5f53\u4e2d\u53bb\uff0c\u8fd9\u65f6\u5019\u53ef\u4ee5\u641e\u70b9\u5b9e\u6218\u6848\u4f8b\u6765\u5b66\u4e60\u3002\n  <\/p>\n<\/p>\n<h4>\n   <a id=\"Python_659\"><br \/>\n   <\/a><br \/>\n   \ud83d\udc49Python\u5927\u5382\u9762\u8bd5\u8d44\u6599\ud83d\udc48<br \/>\n  <\/h4>\n<p>\n   \u6211\u4eec\u5b66\u4e60Python\u5fc5\u7136\u662f\u4e3a\u4e86\u627e\u5230\u9ad8\u85aa\u7684\u5de5\u4f5c\uff0c\u4e0b\u9762\u8fd9\u4e9b\u9762\u8bd5\u9898\u662f\u6765\u81ea<br \/>\n   <strong><br \/>\n    \u963f\u91cc\u3001\u817e\u8baf\u3001\u5b57\u8282\u7b49\u4e00\u7ebf\u4e92\u8054\u7f51\u5927\u5382<br \/>\n   <\/strong><br \/>\n   \u6700\u65b0\u7684\u9762\u8bd5\u8d44\u6599\uff0c\u5e76\u4e14\u6709\u963f\u91cc\u5927\u4f6c\u7ed9\u51fa\u4e86\u6743\u5a01\u7684\u89e3\u7b54\uff0c\u5237\u5b8c\u8fd9\u4e00\u5957\u9762\u8bd5\u8d44\u6599\u76f8\u4fe1\u5927\u5bb6\u90fd\u80fd\u627e\u5230\u6ee1\u610f\u7684\u5de5\u4f5c\u3002\n  <\/p>\n<\/p>\n<h4>\n   <a id=\"Python_668\"><br \/>\n   <\/a><br \/>\n   \ud83d\udc49Python\u526f\u4e1a\u517c\u804c\u8def\u7ebf&amp;\u65b9\u6cd5\ud83d\udc48<br \/>\n  <\/h4>\n<p>\n   \u5b66\u597d Python \u4e0d\u8bba\u662f\u5c31\u4e1a\u8fd8\u662f\u505a\u526f\u4e1a\u8d5a\u94b1\u90fd\u4e0d\u9519\uff0c\u4f46\u8981\u5b66\u4f1a\u517c\u804c\u63a5\u5355\u8fd8\u662f\u8981\u6709\u4e00\u4e2a\u5b66\u4e60\u89c4\u5212\u3002\n  <\/p>\n<\/p>\n<p>\n   <strong><br \/>\n    \ud83d\udc49<br \/>\n   <\/strong><br \/>\n   <strong><br \/>\n    \u8fd9\u4efd\u5b8c\u6574\u7248\u7684Python\u5168\u5957\u5b66\u4e60\u8d44\u6599\u5df2\u7ecf\u4e0a\u4f20\uff0c\u670b\u53cb\u4eec\u5982\u679c\u9700\u8981\u53ef\u4ee5\u626b\u63cf\u4e0b\u65b9CSDN\u5b98\u65b9\u8ba4\u8bc1\u4e8c\u7ef4\u7801\u6216\u8005\u70b9\u51fb\u94fe\u63a5\u514d\u8d39\u9886\u53d6<br \/>\n   <\/strong><br \/>\n   \u3010<br \/>\n   <strong><br \/>\n    <code><br \/>\n     \u4fdd\u8bc1100%\u514d\u8d39<br \/>\n    <\/code><br \/>\n   <\/strong><br \/>\n   \u3011\n  <\/p>\n<\/p><\/div>\n<link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/editerView\/markdown_views-a5d25dd831.css\" rel=\"stylesheet\"\/>\n <link href=\"https:\/\/csdnimg.cn\/release\/blogv2\/dist\/mdeditor\/css\/style-e504d6a974.css\" rel=\"stylesheet\"\/>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u8def\u7ebf1.0 \u524d\u8a00 \u54c8\u55bd~ \u5927\u5bb6\u597d\uff01 \u4eca\u5929\u4e3a\u5927\u5bb6\u5e26\u6765\u4e00\u4efd\u53f2\u65e0\u524d\u4f8b\u7684\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u8def\u7ebf\u3002\u5927\u5bb6\u90fd\u559c\u6b22\u770b\u4fee\u4ed9 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":215,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[],"class_list":["post-608","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-18"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4eba\u5de5\u667a\u80fd\u5c0f\u767d\u5fc5\u8bfb\uff1a\u4e00\u4efd\u8d85\u8be6\u7ec6\u7684AI\u5b66\u4e60\u8def\u7ebf\u56fe\uff01 - \u7269\u5ae9\u8f6f\u4ef6\u8d44\u8baf\u7f51<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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