{"id":720620,"date":"2026-07-09T09:23:56","date_gmt":"2026-07-09T08:23:56","guid":{"rendered":"https:\/\/blog.jetbrains.com\/?post_type=pycharm&#038;p=720620"},"modified":"2026-07-09T09:24:00","modified_gmt":"2026-07-09T08:24:00","slug":"best-python-ai-frameworks-in-2026","status":"publish","type":"pycharm","link":"https:\/\/blog.jetbrains.com\/zh-hans\/pycharm\/2026\/07\/best-python-ai-frameworks-in-2026\/","title":{"rendered":"2026 \u5e74\u6700\u4f73 Python AI \u6846\u67b6"},"content":{"rendered":"<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-720734 size-full\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2026\/07\/PC-social-BlogFeatured-1280x720-1-1.png\" alt=\"\" width=\"1280\" height=\"720\" \/><\/figure>\n<p>\u65e0\u8bba\u60a8\u662f\u5728\u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u3001\u8bad\u7ec3\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\uff0c\u8fd8\u662f\u5206\u6790\u4e1a\u52a1\u6570\u636e\uff0c\u9009\u62e9\u5408\u9002\u7684 AI \u6846\u67b6\u53ef\u4ee5\u51b3\u5b9a\u9879\u76ee\u7684\u6210\u8d25\u3002Python \u5df2\u6210\u4e3a AI \u548c\u673a\u5668\u5b66\u4e60\u5f00\u53d1\u7684\u4e3b\u5bfc\u8bed\u8a00\uff0c\u652f\u6301\u8fd9\u7c7b\u5de5\u4f5c\u7684\u6846\u67b6\u751f\u6001\u7cfb\u7edf\u5df2\u53d1\u5c55\u5f97\u5341\u5206\u6210\u719f\u3002<\/p>\n<p>\u6b63\u786e\u7684\u6846\u67b6\u9009\u62e9\u53d6\u51b3\u4e8e\u60a8\u6784\u5efa\u7684\u5185\u5bb9\u3002\u751f\u4ea7\u63a8\u8350\u7cfb\u7edf\u4e0e\u7814\u7a76\u539f\u578b\u6709\u7740\u4e0d\u540c\u7684\u8981\u6c42\u3002\u7531\u5927\u8bed\u8a00\u6a21\u578b (LLM) \u63d0\u4f9b\u652f\u6301\u7684\u804a\u5929\u673a\u5668\u4eba\u6240\u9700\u7684\u5de5\u5177\u4e0e\u5206\u6790\u8868\u683c\u6570\u636e\u7684\u6b3a\u8bc8\u68c0\u6d4b\u7cfb\u7edf\u4e5f\u4e0d\u540c\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u63a2\u7d22 7 \u6b3e\u91cd\u8981\u6846\u67b6\uff0c\u4ecb\u7ecd\u5404\u4e2a\u6846\u67b6\u7684\u4f18\u52bf\u9886\u57df\uff0c\u4ee5\u4fbf\u60a8\u53ef\u4ee5\u627e\u5230\u9002\u5408\u7279\u5b9a\u9879\u76ee\u7684\u6700\u4f73 AI \u6846\u67b6\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u4ec0\u4e48\u662f AI \u6846\u67b6\uff1f<\/strong><\/h2>\n<p>AI \u6846\u67b6\u662f\u9884\u6784\u5efa\u7684\u5e93\u548c\u5de5\u5177\uff0c\u7528\u4e8e\u5904\u7406 AI \u548c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5e95\u5c42\u7684\u590d\u6742\u6570\u5b66\u8fd0\u7b97\u3001\u6570\u636e\u7ed3\u6784\u548c\u8ba1\u7b97\u64cd\u4f5c\u3002AI \u6846\u67b6\u5e76\u4e0d\u9700\u8981\u60a8\u4ece\u96f6\u5f00\u59cb\u5b9e\u73b0\u795e\u7ecf\u7f51\u7edc\u6216\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\uff0c\u800c\u662f\u63d0\u4f9b\u62bd\u8c61\u5c42\uff0c\u8ba9\u60a8\u80fd\u591f\u4e13\u6ce8\u4e8e\u6a21\u578b\u67b6\u6784\u3001\u6570\u636e\u51c6\u5907\u548c\u4e1a\u52a1\u903b\u8f91\u3002<\/p>\n<p>\u8fd9\u7c7b\u6846\u67b6\u4e3b\u8981\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n<ul>\n<li><strong>\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u200c<\/strong>\uff0c\u4f8b\u5982 TensorFlow\u3001PyTorch \u548c Keras\uff0c\u4e13\u95e8\u7528\u4e8e\u795e\u7ecf\u7f51\u7edc\u548c GPU \u52a0\u901f\uff0c\u9002\u7528\u4e8e\u6d89\u53ca\u56fe\u50cf\u3001\u6587\u672c\u3001\u97f3\u9891\u7684\u4efb\u52a1\u3002<\/li>\n<li><strong>\u7ecf\u5178\u548c\u8868\u683c\u6570\u636e\u673a\u5668\u5b66\u4e60\u6846\u67b6<\/strong>\uff0c\u4f8b\u5982 scikit-learn \u548c XGBoost\uff0c\u4fa7\u91cd\u4e8e\u9488\u5bf9\u7ed3\u6784\u5316\u6570\u636e\u7684\u57fa\u4e8e\u6811\u7684\u7edf\u8ba1\u6a21\u578b\uff0c\u4e3a\u5f88\u591a\u771f\u5b9e AI \u7cfb\u7edf\u63d0\u4f9b\u652f\u6301\uff0c\u5305\u62ec\u9884\u6d4b\u3001\u98ce\u9669\u8bc4\u5206\u548c\u51b3\u7b56\u81ea\u52a8\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n<li><strong>LLM \u548c AI \u667a\u80fd\u4f53\u6846\u67b6<\/strong>\uff0c\u4f8b\u5982 LangChain \u548c Hugging Face\uff0c\u63d0\u4f9b\u6784\u5efa\u7531\u5927\u8bed\u8a00\u6a21\u578b\u652f\u6301\u7684\u5e94\u7528\u4f1a\u7528\u5230\u7684\u5de5\u5177\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u8bf4 AI \u6846\u67b6\u975e\u5e38\u91cd\u8981\uff1f\u00a0<\/h3>\n<p>AI \u6846\u67b6\u901a\u8fc7\u63d0\u4f9b\u7ecf\u8fc7\u6d4b\u8bd5\u3001\u4f18\u5316\u7684\u590d\u6742\u7b97\u6cd5\u5b9e\u73b0\uff0c\u53ef\u4ee5\u6781\u5927\u5730\u52a0\u5feb\u60a8\u7684\u5f00\u53d1\u8fdb\u7a0b\u3002\u5b83\u4eec\u63d0\u4f9b\u5f3a\u5927\u7684\u793e\u533a\u652f\u6301\uff0c\u4ee5\u53ca\u4e30\u5bcc\u7684\u6587\u6863\u3001\u6559\u7a0b\u548c\u6545\u969c\u6392\u67e5\u8d44\u6e90\uff0c \u8fd8\u63d0\u4f9b\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u90e8\u7f72\u3001\u76d1\u63a7\u548c\u6269\u7f29\u5de5\u5177\u3002\u5b83\u4eec\u9488\u5bf9 GPU\u3001TPU \u7b49\u7279\u5b9a\u786c\u4ef6\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u53ef\u4ee5\u8fbe\u5230\u81ea\u5b9a\u4e49\u5b9e\u73b0\u96be\u4ee5\u8fbe\u5230\u7684\u6027\u80fd\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u5f00\u6e90 AI \u6846\u67b6\u4e0e\u5546\u4e1a AI \u6846\u67b6\u5bf9\u6bd4<\/strong><\/h2>\n<p>\u5f00\u6e90 AI \u6846\u67b6\u662f\u5f53\u524d AI \u5f00\u53d1\u7684\u4e3b\u6d41\u6a21\u578b\u3002\u5b83\u4eec\u63d0\u4f9b\u5341\u5206\u663e\u8457\u7684\u4f18\u52bf\uff0c\u4ece\u53ef\u4ee5\u5b9e\u73b0\u5feb\u901f\u529f\u80fd\u5f00\u53d1\u548c bug \u4fee\u6b63\u7684\u793e\u533a\u9a71\u52a8\u521b\u65b0\uff0c\u5230\u53ef\u4ee5\u5b9e\u73b0\u5ba1\u6838\u4e0e\u7b97\u6cd5\u81ea\u5b9a\u4e49\u7684\u900f\u660e\u6027\u3002\u540c\u65f6\uff0c\u6ca1\u6709\u4f9b\u5e94\u5546\u9501\u5b9a\u95ee\u9898\uff0c\u4e5f\u4e0d\u6536\u53d6\u8bb8\u53ef\u8d39\u7528\uff0c\u56e0\u6b64\u5728\u5b9e\u9a8c\u9636\u6bb5\u548c\u751f\u4ea7\u90e8\u7f72\u9636\u6bb5\u90fd\u5177\u5907\u9ad8\u6027\u4ef7\u6bd4\u3002<\/p>\n<p>\u5546\u4e1a AI \u5e73\u53f0\u4e5f\u540c\u6837\u5b58\u5728\uff0c\u4e3b\u8981\u4ee3\u8868\u6709 AWS SageMaker\u3001Google Vertex AI\u3001Azure \u673a\u5668\u5b66\u4e60\u3002\u4e0d\u8fc7\uff0c\u8fd9\u7c7b\u5e73\u53f0\u7684\u5e95\u5c42\u901a\u5e38\u4f7f\u7528\u5f00\u6e90\u6846\u67b6\uff0c\u800c\u4e0d\u662f\u76f4\u63a5\u4e0e\u5f00\u6e90\u6846\u67b6\u7ade\u4e89\u3002\u5b83\u4eec\u4f9d\u6258 TensorFlow \u548c PyTorch \u7b49\u5de5\u5177\u63d0\u4f9b\u6258\u7ba1\u57fa\u7840\u67b6\u6784\u3001\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u548c\u4f01\u4e1a\u7ea7\u529f\u80fd\u3002<\/p>\n<p>\u5982\u679c\u60a8\u8ba4\u4e3a\u5f00\u6e90\u610f\u5473\u7740\u7f3a\u4e4f\u652f\u6301\uff0c\u90a3\u5c31\u9519\u4e86\u3002\u4e0b\u9762\u5217\u51fa\u7684\u4e03\u4e2a\u6846\u67b6\u90fd\u62e5\u6709\u7a33\u5065\u7684\u751f\u6001\u7cfb\u7edf\uff0c\u5176\u4e2d\u5f88\u591a\u6846\u67b6\u8fd8\u5f97\u5230\u4e86\u4e3b\u6d41\u79d1\u6280\u516c\u53f8\u7684\u652f\u6301\u3002Google \u4e3a TensorFlow \u63d0\u4f9b\u652f\u6301\uff0cMeta \u4e3a PyTorch \u63d0\u4f9b\u652f\u6301\uff0cMicrosoft \u7b49\u7ec4\u7ec7\u5219\u4e3a\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u5404\u4e2a\u9879\u76ee\u505a\u51fa\u91cd\u8981\u8d21\u732e\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u4e3b\u6d41 Python AI \u6846\u67b6<\/strong><\/h2>\n<p>\u8fd9 7 \u4e2a\u6846\u67b6\u662f 2026 \u5e74 Python AI \u5f00\u53d1\u7684\u91cd\u8981\u5de5\u5177\u5305\u3002\u6bcf\u4e2a\u6846\u67b6\u90fd\u5728\u7279\u5b9a\u9886\u57df\u8868\u73b0\u7a81\u51fa\uff0c\u5f88\u591a\u5f00\u53d1\u8005\u4f1a\u6839\u636e\u9879\u76ee\u9700\u6c42\u4f7f\u7528\u591a\u4e2a\u6846\u67b6\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>TensorFlow<\/strong><\/h3>\n<p><a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\" rel=\"noopener\">TensorFlow<\/a> \u662f Google \u5f00\u53d1\u7684\u5f00\u6e90\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u7528\u4e8e\u6784\u5efa\u548c\u90e8\u7f72\u4f01\u4e1a\u7ea7\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002TensorFlow \u5728\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u5360\u6709 <a href=\"https:\/\/6sense.com\/tech\/data-science-machine-learning\/tensorflow-market-share\" target=\"_blank\" rel=\"noopener\">37% \u7684\u5e02\u573a\u4efd\u989d<\/a>\uff0c\u5168\u7403\u5df2\u6709 25,000 \u5bb6\u516c\u53f8\u91c7\u7528\uff0c\u5df2\u5728\u9ad8\u98ce\u9669\u7684\u751f\u4ea7\u73af\u5883\u4e2d\u8bc1\u660e\u81ea\u5df1\u3002<\/p>\n<p>\u8be5\u6846\u67b6\u4ece TensorFlow 1.x \u7248\u672c\u6f14\u8fdb\u4e3a 2.x \u7248\u672c\u540e\u5f97\u5230\u663e\u8457\u6539\u8fdb\uff0c\u96c6\u6210 Keras \u540e\u6613\u7528\u6027\u5927\u5e45\u63d0\u5347\uff0c\u540c\u65f6\u4fdd\u7559\u4e86\u4f01\u4e1a\u7ea7\u529f\u80fd\u3002\u5982\u679c\u60a8\u8981\u6784\u5efa\u5927\u89c4\u6a21\u56fe\u50cf\u8bc6\u522b\u7cfb\u7edf\u6216\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6d41\u6c34\u7ebf\uff0c\u6216\u8005\u9700\u8981\u901a\u8fc7 TensorFlow Lite\u3001TensorFlow.js \u5b9e\u73b0\u8de8\u7f51\u9875\u3001\u79fb\u52a8\u7aef\u3001\u8fb9\u7f18\u8bbe\u5907\u7684\u90e8\u7f72\uff0cTensorFlow \u90fd\u80fd\u63d0\u4f9b\u5e2e\u52a9\u3002<\/p>\n<p>\u5982\u679c\u60a8\u521a\u5f00\u59cb\u4f7f\u7528 TensorFlow\uff0c\u8bf7\u53c2\u9605<a href=\"https:\/\/blog.jetbrains.com\/pycharm\/2026\/04\/how-to-train-your-first-tensorflow-model\/\">\u6211\u4eec\u7684\u5206\u6b65\u6559\u7a0b\uff0c\u4e86\u89e3\u5982\u4f55\u4f7f\u7528 PyCharm \u8bad\u7ec3\u60a8\u7684\u7b2c\u4e00\u4e2a TensorFlow \u6a21\u578b<\/a>\u3002<\/p>\n<h4 class=\"wp-block-heading\">TensorFlow \u7684\u4f18\u52bf<\/h4>\n<ul>\n<li><strong>\u4f01\u4e1a\u7ea7\u53ef\u6269\u7f29\u6027\u200c<\/strong>\uff1aTensorFlow \u4ece\u6784\u5efa\u4e4b\u521d\u5c31\u9762\u5411\u751f\u4ea7\u573a\u666f\uff0c\u53ef\u4ee5\u65e0\u7f1d\u5904\u7406\u6d77\u91cf\u6570\u636e\u96c6\uff0c\u652f\u6301\u8de8\u591a\u4e2a GPU \u548c TPU \u8fdb\u884c\u5206\u5e03\u5f0f\u8bad\u7ec3\u3002\u60a8\u53ef\u4ee5\u4ece\u5b9e\u9a8c\u9636\u6bb5\u6269\u5c55\u5230\u6bcf\u79d2\u5904\u7406\u6570\u767e\u4e07\u6b21\u9884\u6d4b\uff0c\u4e14\u65e0\u9700\u66f4\u6362\u5de5\u5177\u3002<\/li>\n<li><strong>\u5168\u9762\u7684\u90e8\u7f72\u751f\u6001\u7cfb\u7edf<\/strong>\uff1aTensorFlow Serving \u8d1f\u8d23\u5904\u7406\u6a21\u578b\u90e8\u7f72\uff0cTensorFlow Lite \u8d1f\u8d23\u9488\u5bf9\u79fb\u52a8\u8bbe\u5907\u548c\u8fb9\u7f18\u8bbe\u5907\u8fdb\u884c\u4f18\u5316\uff0cTensorFlow.js \u5219\u8d1f\u8d23\u5c06\u6a21\u578b\u5f15\u5165\u6d4f\u89c8\u5668\u3002\u8fd9\u79cd\u5b8c\u6574\u7684\u90e8\u7f72\u65b9\u6848\u53ef\u4ee5\u51cf\u5c11\u4ece\u5f00\u53d1\u5230\u751f\u4ea7\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u7684\u95ee\u9898\u3002<\/li>\n<li><strong>TPU \u4f18\u5316<\/strong>\uff1a\u5bf9 Google \u5f20\u91cf\u5904\u7406\u5355\u5143\u7684\u539f\u751f\u652f\u6301\u4e3a\u5927\u89c4\u6a21\u8bad\u7ec3\u5de5\u4f5c\u8d1f\u8f7d\u63d0\u4f9b\u5353\u8d8a\u7684\u6027\u80fd\uff0c\u4e0e\u4f20\u7edf\u786c\u4ef6\u76f8\u6bd4\uff0c\u5176\u6bcf\u74e6\u6027\u80fd\u663e\u8457\u63d0\u5347\u3002<\/li>\n<li><strong>\u5e7f\u6cdb\u7684\u884c\u4e1a\u91c7\u7528<\/strong>\uff1aAirbnb\u3001Twitter \u548c Intel \u7b49\u516c\u53f8\u90fd\u4f9d\u8d56 TensorFlow \u6784\u5efa\u5176\u5173\u952e\u5e94\u7528\u7a0b\u5e8f\uff0c\u8ba9\u60a8\u5bf9\u5176\u751f\u4ea7\u5c31\u7eea\u6027\u548c\u957f\u671f\u53ef\u884c\u6027\u5145\u6ee1\u4fe1\u5fc3\u3002<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">TensorFlow \u7684\u52a3\u52bf<\/h4>\n<ul>\n<li><strong>\u5b66\u4e60\u66f2\u7ebf\u66f4\u9661\u5ced<\/strong>\uff1a\u5c3d\u7ba1\u96c6\u6210\u4e86 Keras\uff0c\u4f46 TensorFlow \u7684\u590d\u6742\u6027\u4ecd\u53ef\u80fd\u8ba9\u521d\u5b66\u8005\u500d\u611f\u538b\u529b\uff0c\u5c24\u5176\u662f\u60a8\u4ece\u9ad8\u7ea7 API \u8f6c\u4e3a\u81ea\u5b9a\u4e49\u5b9e\u73b0\u7684\u60c5\u51b5\u3002<\/li>\n<li><strong>\u81ea\u5b9a\u4e49\u6a21\u578b\u7684\u8bed\u6cd5\u5197\u957f<\/strong>\uff1a\u4e0e PyTorch \u66f4\u8d34\u8fd1 Python \u98ce\u683c\u7684\u8bed\u6cd5\u76f8\u6bd4\uff0c\u6784\u5efa\u81ea\u5b9a\u4e49\u8bad\u7ec3\u5faa\u73af\u6216\u65b0\u578b\u7f51\u7edc\u67b6\u6784\u65f6\u7684\u4ee3\u7801\u7f16\u5199\u91cf\u8981\u5927\u5f97\u591a\u3002<\/li>\n<li><strong>\u8c03\u8bd5\u6311\u6218<\/strong>\uff1a\u9759\u6001\u8ba1\u7b97\u56fe\u4f18\u5316\u867d\u7136\u5bf9\u6027\u80fd\u63d0\u5347\u6709\u76ca\uff0c\u4f46\u4e0e\u91c7\u7528\u52a8\u6001\u8ba1\u7b97\u56fe\u7684\u6846\u67b6\u76f8\u6bd4\uff0c\u4f1a\u8ba9\u8fd0\u884c\u65f6\u9519\u8bef\u8ddf\u8e2a\u7684\u96be\u5ea6\u52a0\u5927\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>scikit-learn<\/strong><\/h3>\n<p><a href=\"https:\/\/scikit-learn.org\/\" target=\"_blank\" rel=\"noopener\">scikit-learn<\/a> \u662f\u9762\u5411\u7ecf\u5178\u673a\u5668\u5b66\u4e60\u7684\u5f00\u6e90 Python \u5e93\uff0c\u63d0\u4f9b\u7b80\u5355\u9ad8\u6548\u7684\u5206\u7c7b\u3001\u56de\u5f52\u3001\u805a\u7c7b\u548c\u964d\u7ef4\u5de5\u5177\u3002\u5168\u7403\u5df2\u6709<a href=\"https:\/\/6sense.com\/tech\/data-science-and-machine-learning\/scikit-learn-market-share\" target=\"_blank\" rel=\"noopener\">\u8d85 16,000 \u5bb6\u516c\u53f8<\/a>\u91c7\u7528\u3002\u5728\u8003\u8651\u6df1\u5ea6\u5b66\u4e60\u65b9\u5f0f\u524d\uff0c\u5b83\u662f\u5904\u7406\u7ed3\u6784\u5316\u548c\u8868\u683c\u6570\u636e\u7684\u9996\u9009\u5de5\u5177\u3002<\/p>\n<p>\u8be5\u6846\u67b6\u652f\u6301\u5bf9\u7ed3\u6784\u5316\u4e1a\u52a1\u6570\u636e\u8fdb\u884c\u5e7f\u6cdb\u7684\u6709\u76d1\u7763\u548c\u65e0\u76d1\u7763\u5b66\u4e60\uff0c\u5e76\u914d\u6709\u7279\u5f81\u5de5\u7a0b\u548c\u6570\u636e\u9884\u5904\u7406\u6d41\u6c34\u7ebf\u3002<a href=\"https:\/\/scikit-learn.org\/stable\/testimonials\/testimonials.html\" target=\"_blank\" rel=\"noopener\">J.P. Morgan \u7b49\u516c\u53f8\u5e7f\u6cdb\u4f7f\u7528 scikit-learn<\/a> \u8fdb\u884c\u91d1\u878d\u51b3\u7b56\u4e2d\u7684\u5206\u7c7b\u4efb\u52a1\u548c\u9884\u6d4b\u6027\u5206\u6790\u3002<\/p>\n<h4 class=\"wp-block-heading\">scikit-learn \u7684\u4f18\u52bf<\/h4>\n<ul>\n<li><strong>\u5bf9\u521d\u5b66\u8005\u53cb\u597d\u7684 API<\/strong>\uff1a\u6240\u6709\u7b97\u6cd5\u90fd\u91c7\u7528\u4e00\u81f4\u3001\u76f4\u89c2\u7684\u8bed\u6cd5\uff0c\u8ba9\u5927\u5bb6\u53ef\u4ee5\u6beb\u4e0d\u8d39\u529b\u5730\u5b66\u4e60\u548c\u5207\u6362\u6a21\u578b\u3002\u65e0\u8bba\u60a8\u4f7f\u7528\u7684\u662f\u7ebf\u6027\u56de\u5f52\u8fd8\u662f\u968f\u673a\u68ee\u6797\uff0cfit\/predict \u6a21\u5f0f\u7684\u8fd0\u4f5c\u65b9\u5f0f\u90fd\u76f8\u540c\u3002<\/li>\n<li><strong>\u5168\u9762\u7684\u7b97\u6cd5\u5e93<\/strong>\uff1a\u5b83\u7684\u5e93\u8986\u76d6\u4e86\u51e0\u4e4e\u6240\u6709\u7684\u7ecf\u5178 ML \u7b97\u6cd5 \u2013 \u56de\u5f52\u3001\u5206\u7c7b\u3001\u805a\u7c7b\u3001\u964d\u7ef4 \u2013 \u4e14\u5b9e\u73b0\u5df2\u7ecf\u8fc7\u5145\u5206\u6d4b\u8bd5\uff0c\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u60a8\u7684\u9879\u76ee\u3002<\/li>\n<li><strong>\u5728\u8868\u683c\u6570\u636e\u5904\u7406\u65b9\u9762\u8868\u73b0\u4f18\u5f02<\/strong>\u200c\uff1a\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\u65f6\uff0c\u4f20\u7edf\u7b97\u6cd5\u7684\u8868\u73b0\u901a\u5e38\u4f18\u4e8e\u6df1\u5ea6\u5b66\u4e60\uff0c\u800c scikit-learn \u4e3a\u60a8\u63d0\u4f9b\u4e86\u6700\u5927\u5316\u8fd9\u4e00\u4f18\u52bf\u7684\u5de5\u5177\u3002<\/li>\n<li><strong>\u5feb\u901f\u539f\u578b\u5f00\u53d1<\/strong>\uff1a\u7b80\u5355\u7684\u8bed\u6cd5\u610f\u5473\u7740\u60a8\u53ef\u4ee5\u5728\u51e0\u5206\u949f\uff08\u800c\u975e\u51e0\u5c0f\u65f6\uff09\u5185\u6784\u5efa\u5e76\u6d4b\u8bd5\u6a21\u578b\uff0c\u56e0\u6b64\u975e\u5e38\u9002\u5408\u5feb\u901f\u5b9e\u9a8c\u3002<\/li>\n<li><strong>\u65e0\u7f1d\u96c6\u6210<\/strong>\uff1ascikit-learn \u53ef\u4ee5\u5b8c\u7f8e\u642d\u914d NumPy\u3001pandas\u3001Matplotlib \u4f7f\u7528\uff0c\u81ea\u7136\u878d\u5165\u60a8\u7684\u6570\u636e\u79d1\u5b66\u5de5\u4f5c\u6d41\u3002<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">scikit-learn \u7684\u52a3\u52bf<\/h4>\n<ul>\n<li><strong>\u4e0d\u652f\u6301\u6df1\u5ea6\u5b66\u4e60<\/strong>\uff1ascikit-learn \u5e76\u4e0d\u662f\u4e3a\u795e\u7ecf\u7f51\u7edc\u800c\u8bbe\u8ba1\uff0c\u5bf9\u4e8e\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\uff0c\u60a8\u5c06\u9700\u8981\u5207\u6362\u5230 TensorFlow \u6216 PyTorch\u3002<\/li>\n<li><strong>\u200cGPU \u52a0\u901f\u80fd\u529b\u6709\u9650\u200c<\/strong>\uff1a\u8be5\u6846\u67b6\u53d7\u9650\u4e8e CPU \u6027\u80fd\uff0c\u5904\u7406\u8d85\u5927\u6570\u636e\u96c6\u65f6\u7684\u6027\u80fd\u4e0d\u5982\u652f\u6301 GPU \u52a0\u901f\u7684\u6846\u67b6\u3002<\/li>\n<li><strong>\u4e0d\u9002\u7528\u4e8e\u975e\u7ed3\u6784\u5316\u6570\u636e\u200c<\/strong>\uff1a\u56fe\u50cf\u3001\u6587\u672c\u548c\u97f3\u9891\u9700\u8981\u53ef\u4ee5\u5904\u7406\u9ad8\u7ef4\u5ea6\u975e\u7ed3\u6784\u5316\u8f93\u5165\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>PyTorch<\/strong><\/h3>\n<p><a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noopener\">PyTorch<\/a> \u662f Meta \u5f00\u53d1\u7684\u5f00\u6e90\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff0c\u4f18\u5148\u8003\u8651\u7075\u6d3b\u6027\u548c\u81ea\u7136\u7684 Python \u7f16\u7801\u4f53\u9a8c\u3002<a href=\"https:\/\/leapcell.io\/blog\/tensorflow-vs-pytorch-a-comparative-analysis-for-2025\" target=\"_blank\" rel=\"noopener\">\u7ea6 85% \u7684\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u8bba\u6587<\/a>\u4e2d\u90fd\u4f7f\u7528\u4e86 PyTorch\uff0c\u5176\u5728\u7814\u7a76\u793e\u533a\u7684\u91c7\u7528\u7387\u8fbe\u5230\u4e86 55%\u3002\u6e90\u4e8e\u5b66\u672f\u80cc\u666f\u7684 PyTorch \u5df2\u53d1\u5c55\u6210\u4e3a\u4e00\u6b3e\u53ef\u4ee5\u76f4\u63a5\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u5f3a\u5927\u5de5\u5177\u3002<\/p>\n<p>\u8be5\u6846\u67b6\u5728\u65b0\u578b\u67b6\u6784\u7684\u524d\u6cbf\u7814\u7a76\u4e0e\u5b9e\u9a8c\u4e2d\u8868\u73b0\u4f18\u5f02\u3002\u5b83\u652f\u6301 GPT\u3001Llama \u548c Stable Diffusion \u7b49\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u751f\u6210\u5f0f AI \u6a21\u578b\uff0c\u5e76\u652f\u6301\u901a\u8fc7\u81ea\u5b9a\u4e49\u6a21\u578b\u5f00\u53d1\u8fdb\u884c\u8ba1\u7b97\u673a\u89c6\u89c9\u7814\u7a76\u3002\u5176 Python \u98ce\u683c\u7684\u8bbe\u8ba1\u7406\u5ff5\u8ba9\u719f\u6089 Python \u7684\u5f00\u53d1\u8005\u53ef\u4ee5\u5feb\u901f\u4e0a\u624b\uff0c\u4ece\u800c\u964d\u4f4e\u8ba4\u77e5\u8d1f\u62c5\u3001\u52a0\u5feb\u5f00\u53d1\u901f\u5ea6\u3002<\/p>\n<h4 class=\"wp-block-heading\">PyTorch \u7684\u4f18\u52bf<\/h4>\n<ul>\n<li><strong>\u52a8\u6001\u8ba1\u7b97\u56fe<\/strong>\uff1a\u91c7\u7528\u201c\u5b9a\u4e49\u5373\u8fd0\u884c\u201d\u7684\u65b9\u5f0f\uff0c\u5141\u8bb8\u5728\u8fd0\u884c\u65f6\u4fee\u6539\u6a21\u578b\uff0c\u4ece\u800c\u76f4\u89c2\u5730\u8fdb\u884c\u8c03\u8bd5\u548c\u5b9e\u9a8c\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u60a8\u5df2\u7ecf\u719f\u6089\u7684\u6807\u51c6 Python \u63a7\u5236\u6d41\u548c\u8c03\u8bd5\u5de5\u5177\u3002<\/li>\n<li><strong>\u4ee3\u7801\u4e3a Python \u98ce\u683c\uff0c\u53ef\u8bfb\u6027\u5f3a<\/strong>\uff1aPyTorch \u4ee3\u7801\u91c7\u7528\u539f\u751f Python \u98ce\u683c\uff0c\u800c\u975e\u4e00\u5957\u5355\u72ec\u7684\u8bed\u8a00\u3002\u8fd9\u5927\u5e45\u964d\u4f4e\u4e86\u5165\u95e8\u96be\u5ea6\uff0c\u5e76\u63d0\u9ad8\u4e86\u4ee3\u7801\u7684\u53ef\u7ef4\u62a4\u6027\u3002<\/li>\n<li><strong>\u7814\u7a76\u4f18\u5148\u578b\u521b\u65b0<\/strong>\uff1a\u6700\u65b0\u7684\u6280\u672f\u548c\u6a21\u578b\u603b\u662f\u6700\u5148\u51fa\u73b0\u5728 PyTorch \u4e2d\uff0c\u8fd9\u5f97\u76ca\u4e8e\u5b83\u5728\u5b66\u672f\u7814\u7a76\u9886\u57df\u7684\u4e3b\u5bfc\u5730\u4f4d\u3002<\/li>\n<li><strong>\u5f3a\u5927\u7684\u751f\u6001\u7cfb\u7edf<\/strong>\uff1aHugging Face Transformers\u3001PyTorch Lightning \u548c\u4e30\u5bcc\u7684\u793e\u533a\u8f6f\u4ef6\u5305\u4e3a\u60a8\u5c06\u9047\u5230\u7684\u51e0\u4e4e\u6240\u6709\u4efb\u52a1\u63d0\u4f9b\u4e86\u4e13\u7528\u5de5\u5177\u3002<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">PyTorch \u7684\u52a3\u52bf<\/h4>\n<ul>\n<li><strong>\u90e8\u7f72\u590d\u6742\u6027<\/strong>\u200c\uff1a\u5c3d\u7ba1 TorchServe \u5df2\u6709\u6240\u6539\u5584\uff0c\u4f46\u4e0e TensorFlow \u6210\u719f\u7684\u90e8\u7f72\u751f\u6001\u7cfb\u7edf\u76f8\u6bd4\uff0cPyTorch \u5386\u6765\u5728\u751f\u4ea7\u5de5\u5177\u65b9\u9762\u8f83\u5f31\u3002<\/li>\n<li><strong>\u9700\u624b\u52a8\u7f16\u5199\u200c\u8bad\u7ec3\u5faa\u73af<\/strong>\uff1a\u66f4\u591a\u7684\u63a7\u5236\u610f\u5473\u7740\u9700\u8981\u9488\u5bf9\u6807\u51c6\u8bad\u7ec3\u6a21\u5f0f\u7f16\u5199\u66f4\u591a\u6837\u677f\u4ee3\u7801\uff0c\u4e0d\u8fc7\u50cf PyTorch Lightning \u8fd9\u6837\u7684\u5e93\u53ef\u4ee5\u89e3\u51b3\u6b64\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>Keras<\/strong><\/h3>\n<p><a href=\"https:\/\/keras.io\/\" target=\"_blank\" rel=\"noopener\">Keras<\/a> \u662f\u4e00\u4e2a\u9ad8\u7ea7\u6df1\u5ea6\u5b66\u4e60 API\uff0c\u4e13\u4e3a\u795e\u7ecf\u7f51\u7edc\u7684\u5feb\u901f\u5b9e\u9a8c\u800c\u8bbe\u8ba1\u3002Keras <a href=\"https:\/\/github.com\/keras-team\/keras\" target=\"_blank\" rel=\"noopener\">\u5728 GitHub \u4e0a\u83b7\u5f97\u8d85 60,000 \u9897\u661f<\/a>\uff0c\u5e76\u4f5c\u4e3a TensorFlow \u7684\u9ed8\u8ba4\u63a5\u53e3\u96c6\u6210\uff0c\u5df2\u6210\u4e3a\u5feb\u901f\u539f\u578b\u5f00\u53d1\u4e0e\u6613\u7528\u6027\u7684\u4ee3\u540d\u8bcd\u3002Keras 3.0 \u7684\u53d1\u5e03\u589e\u52a0\u4e86\u5bf9 TensorFlow\u3001JAX \u548c PyTorch \u7684\u591a\u540e\u7aef\u652f\u6301\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u683c\u5c40\u3002<\/p>\n<p>\u8be5\u6846\u67b6\u975e\u5e38\u9002\u5408\u5feb\u901f\u5f00\u53d1\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u539f\u578b\u3001\u7528\u4e8e\u5b66\u4e60\u6df1\u5ea6\u5b66\u4e60\u57fa\u7840\u77e5\u8bc6\u7684\u6559\u80b2\u9879\u76ee\uff0c\u6216\u5904\u7406\u4e0d\u9700\u8981\u5e95\u5c42\u81ea\u5b9a\u4e49\u7684\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u3002<\/p>\n<h4 class=\"wp-block-heading\">Keras \u7684\u4f18\u52bf<\/h4>\n<ul>\n<li><strong>\u6df1\u5ea6\u5b66\u4e60\u4e2d\u6700\u7b80\u5355\u7684 API\u200c<\/strong>\uff1a\u901a\u8fc7 Sequential \u6216 Functional API\uff0c\u53ea\u9700\u51e0\u884c\u4ee3\u7801\u5373\u53ef\u6784\u5efa\u590d\u6742\u7684\u6a21\u578b\uff0c\u662f\u6df1\u5ea6\u5b66\u4e60\u4e2d\u95e8\u69db\u6700\u4f4e\u7684\u9009\u62e9\u3002<\/li>\n<li><strong>\u200c\u591a\u540e\u7aef\u7075\u6d3b\u6027<\/strong>\uff1aKeras 3.0 \u53ef\u4ee5\u5728 TensorFlow\u3001JAX \u6216 PyTorch \u4e0a\u8fd0\u884c \u2014 \u7f16\u5199\u4e00\u6b21\uff0c\u968f\u5904\u8fd0\u884c\u3002\u8fd9\u4f7f\u60a8\u7684\u4ee3\u7801\u53ef\u4ee5\u9002\u5e94\u672a\u6765\uff0c\u5e76\u8ba9\u60a8\u80fd\u591f\u6839\u636e\u9700\u6c42\u53d8\u5316\u5207\u6362\u540e\u7aef\u3002<\/li>\n<li><strong>\u5185\u7f6e\u6700\u4f73\u505a\u6cd5<\/strong>\uff1aAPI \u4f1a\u5f15\u5bfc\u60a8\u505a\u51fa\u5408\u7406\u7684\u6a21\u578b\u67b6\u6784\u51b3\u7b56\uff0c\u5e76\u9ed8\u8ba4\u96c6\u6210\u4e86\u6700\u4f73\u505a\u6cd5\u3002<\/li>\n<li><strong>\u5feb\u901f\u5b9e\u9a8c<\/strong>\uff1a\u60a8\u53ef\u4ee5\u5feb\u901f\u8fed\u4ee3\uff0c\u800c\u4e0d\u7528\u7ea0\u7ed3\u4e8e\u6846\u67b6\u590d\u6742\u6027\uff0c\u4ece\u800c\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u6a21\u578b\u8bbe\u8ba1\uff0c\u800c\u975e\u5b9e\u73b0\u7ec6\u8282\u3002<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">Keras \u7684\u52a3\u52bf<\/h4>\n<ul>\n<li><strong>\u5e95\u5c42\u63a7\u5236\u6709\u9650<\/strong>\u200c\uff1a\u62bd\u8c61\u5c42\u727a\u7272\u4e86\u524d\u6cbf\u7814\u7a76\u6216\u65b0\u578b\u67b6\u6784\u6240\u9700\u7684\u7ec6\u7c92\u5ea6\u63a7\u5236\u3002<\/li>\n<li><strong>\u6027\u80fd\u5f00\u9500\u200c<\/strong>\uff1a\u4e0e\u539f\u751f\u6846\u67b6\u8c03\u7528\u76f8\u6bd4\uff0c\u989d\u5916\u7684\u62bd\u8c61\u5c42\u4f1a\u5f15\u5165\u4e00\u5b9a\u7684\u5ef6\u8fdf\uff0c\u4e0d\u8fc7\u5bf9\u4e8e\u5927\u591a\u6570\u5e94\u7528\u800c\u8a00\uff0c\u8fd9\u53ef\u4ee5\u5ffd\u7565\u4e0d\u8ba1\u3002<\/li>\n<li><strong>\u4e0d\u592a\u9002\u5408\u81ea\u5b9a\u4e49\u67b6\u6784<\/strong>\uff1a\u8fc7\u4e8e\u65b0\u9896\u7684\u6a21\u578b\u8bbe\u8ba1\u53ef\u80fd\u9700\u8981\u60a8\u56de\u9000\u5230\u5e95\u5c42\u6846\u67b6\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>LangChain<\/strong><\/h3>\n<p><a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\" rel=\"noopener\">LangChain<\/a> \u662f\u4e00\u4e2a\u5f00\u6e90\u6846\u67b6\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u6784\u5efa\u7531\u5927\u8bed\u8a00\u6a21\u578b\u63d0\u4f9b\u652f\u6301\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u63d0\u4f9b\u63d0\u793a\u7ba1\u7406\u3001\u94fe\u3001\u8bb0\u5fc6\u3001\u667a\u80fd\u4f53\u7f16\u6392\u7684\u6838\u5fc3\u7ec4\u4ef6\u3002\u5b83\u4f5c\u4e3a\u62bd\u8c61\u5c42\uff0c\u80fd\u591f\u8f7b\u677e\u5c06 LLM \u5173\u8054\u5230\u5916\u90e8\u6570\u636e\u6e90\u548c\u8ba1\u7b97\u5de5\u5177\u3002\u8be5\u6846\u67b6<a href=\"https:\/\/github.com\/langchain-ai\/langchain\" target=\"_blank\" rel=\"noopener\">\u5728 GitHub \u4e0a\u83b7\u5f97\u8d85 120,000 \u9897\u661f<\/a>\uff0c\u5df2\u6210\u4e3a AI \u667a\u80fd\u4f53\u9769\u547d\u7684\u91cd\u8981\u57fa\u7840\u67b6\u6784\u3002<\/p>\n<p>LangChain \u6700\u5e38\u7528\u4e8e\u6784\u5efa\u5177\u6709\u8bb0\u5fc6\u548c\u4e0a\u4e0b\u6587\u7684\u5bf9\u8bdd\u5f0f AI \u548c\u804a\u5929\u673a\u5668\u4eba\u3001\u9762\u5411\u4f01\u4e1a\u77e5\u8bc6\u5e93\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u7cfb\u7edf\uff0c\u4ee5\u53ca\u5177\u6709\u81ea\u4e3b\u5de5\u4f5c\u6d41\u7684\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u3002<\/p>\n<p>\u5982\u679c\u60a8\u60f3\u7ee7\u7eed\u4e86\u89e3\u57fa\u672c\u77e5\u8bc6\u4ee5\u5916\u7684\u5185\u5bb9\uff0c\u8bf7\u9605\u8bfb\u6211\u4eec\u7684 \u200c<a href=\"https:\/\/blog.jetbrains.com\/pycharm\/2026\/02\/langchain-tutorial-2026\/\"><em>LangChain Python \u6559\u7a0b\uff1a2026 \u5b8c\u6574\u6307\u5357\u200c<\/em><\/a>\uff0c \u5176\u4e2d\u6df1\u5165\u63a2\u8ba8\u4e86 LangChain \u63d0\u4f9b\u7684\u529f\u80fd\uff0c\u5e76\u901a\u8fc7\u5b9e\u9645\u7528\u4f8b\u8bb2\u89e3\u4e86\u5982\u4f55\u4f7f\u7528 Python \u6784\u5efa AI \u667a\u80fd\u4f53\u3002<\/p>\n<h4 class=\"wp-block-heading\">LangChain \u7684\u4f18\u52bf<\/h4>\n<ul>\n<li><strong>\u5168\u9762\u7684 LLM \u7f16\u6392<\/strong>\uff1a\u5904\u7406\u4ece\u63d0\u793a\u7ba1\u7406\u5230\u94fe\u3001\u8bb0\u5fc6\u548c\u5de5\u5177\u4f7f\u7528\u7684\u4e00\u5207\u4e8b\u52a1\uff0c\u4e00\u7ad9\u5f0f\u63d0\u4f9b LLM \u5e94\u7528\u7a0b\u5e8f\u7684\u5b8c\u6574\u57fa\u7840\u67b6\u6784\u3002<\/li>\n<li><strong>\u4e0e\u63d0\u4f9b\u5546\u65e0\u5173<\/strong>\uff1a\u65e0\u7f1d\u652f\u6301 OpenAI\u3001Anthropic\u3001Hugging Face \u548c\u672c\u5730\u6a21\u578b\uff0c\u8ba9\u60a8\u907f\u514d\u4f9b\u5e94\u5546\u9501\u5b9a\uff0c\u5e76\u6839\u636e\u9700\u6c42\u53d8\u5316\u5207\u6362\u63d0\u4f9b\u5546\u3002<\/li>\n<li><strong>\u200c\u4e30\u5bcc\u7684\u667a\u80fd\u4f53\u529f\u80fd<\/strong>\uff1aLangGraph \u652f\u6301\u590d\u6742\u7684\u6709\u72b6\u6001\u5de5\u4f5c\u6d41\u548c\u4eba\u673a\u534f\u540c\u6a21\u5f0f\uff0c\u53ef\u4ee5\u5b9e\u73b0\u590d\u6742\u7684\u667a\u80fd\u4f53\u884c\u4e3a\u3002<\/li>\n<li><strong>\u53ef\u76f4\u63a5\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u7684\u5de5\u5177<\/strong>\uff1aLangSmith \u63d0\u4f9b\u7684\u76d1\u6d4b\u3001\u8c03\u8bd5\u548c\u8ddf\u8e2a\u529f\u80fd\u662f\u4e13\u4e3a LLM \u5e94\u7528\u7a0b\u5e8f\u8bbe\u8ba1\u7684\uff0c\u53ef\u4ee5\u5e94\u5bf9\u60a8\u5c06\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u9047\u5230\u7684\u72ec\u7279\u6311\u6218\u3002<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">LangChain \u7684\u52a3\u52bf<\/h4>\n<ul>\n<li><strong>\u62bd\u8c61\u6982\u5ff5\u7684\u5b66\u4e60\u66f2\u7ebf\u9661\u5ced<\/strong>\uff1aLangChain \u8868\u8fbe\u5f0f\u8bed\u8a00 (LCEL) \u548c\u6846\u67b6\u7279\u6709\u7684\u6982\u5ff5\u9700\u8981\u82b1\u8d39\u4e00\u5b9a\u7684\u65f6\u95f4\u624d\u80fd\u638c\u63e1\uff0c\u5c24\u5176\u662f\u60a8\u521a\u63a5\u89e6 LLM \u7f16\u6392\u7684\u60c5\u51b5\u3002<\/li>\n<li><strong>\u62bd\u8c61\u5c42\u5f00\u9500\u200c<\/strong>\uff1a\u60a8\u4e0e LLM API \u4e4b\u95f4\u989d\u5916\u7684\u62bd\u8c61\u5c42\u6709\u65f6\u4f1a\u9690\u85cf\u5b9e\u9645\u6267\u884c\u60c5\u51b5\uff0c\u4ece\u800c\u63d0\u9ad8\u8c03\u8bd5\u96be\u5ea6\u3002<\/li>\n<li><strong>\u76ee\u6807\u8fed\u4ee3\u901f\u5ea6\u8fc7\u5feb<\/strong>\uff1a\u9891\u7e41\u7684\u66f4\u65b0\u610f\u5473\u7740\u60a8\u7684\u4ee3\u7801\u5f88\u5feb\u5c31\u4f1a\u8fc7\u65f6\uff0c\u9700\u8981\u6301\u7eed\u7ef4\u62a4\u624d\u80fd\u9002\u914d\u6700\u65b0\u7248\u672c\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>Hugging Face<\/strong><\/h3>\n<p><a href=\"https:\/\/huggingface.co\/\" target=\"_blank\" rel=\"noopener\">Hugging Face<\/a> \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5e73\u53f0\u548c\u5e93\u751f\u6001\u7cfb\u7edf\uff0c\u4e13\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u673a\u5668\u5b66\u4e60\u800c\u8bbe\u8ba1\uff0c\u62e5\u6709\u8d85 100 \u4e07\u4e2a\u6a21\u578b\u548c 250,000 \u4e2a\u6570\u636e\u96c6\uff0c\u53ef\u4e3a\u60a8\u7684\u4e0b\u4e00\u4e2a\u9879\u76ee\u63d0\u4f9b\u652f\u6301\u3002\u5b83\u5df2\u6210\u4e3a AI \u793e\u533a\u7684\u6838\u5fc3\u67a2\u7ebd\uff0c\u5176 <a href=\"https:\/\/github.com\/huggingface\/transformers\" target=\"_blank\" rel=\"noopener\">Transformers \u5e93\u5df2\u5728 GitHub \u4e0a\u83b7\u5f97\u8d85 150,000 \u9897\u661f<\/a>\u3002<\/p>\n<p>\u8be5\u5e73\u53f0\u5728\u4ee5\u4e0b\u65b9\u9762\u7684\u8868\u73b0\u5c24\u4e3a\u51fa\u8272\uff1a\u8bbf\u95ee\u548c\u5fae\u8c03\u200c\u9884\u8bad\u7ec3\u7684 Transformer \u6a21\u578b\uff08\u5982 BERT\u3001GPT\u3001Llama\uff09\u3001\u200c\u65e0\u9700\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u6a21\u578b\u200c\u5373\u53ef\u6784\u5efa NLP \u5e94\u7528\u7a0b\u5e8f\uff0c\u4e0e\u793e\u533a\u200c\u5206\u4eab\u548c\u90e8\u7f72\u200c\u81ea\u5b9a\u4e49\u6a21\u578b\u3002<\/p>\n<p>\u5982\u9700\u4e86\u89e3\u5b9e\u9645\u793a\u4f8b\uff0c\u8bf7\u9605\u8bfb<a href=\"https:\/\/blog.jetbrains.com\/pycharm\/2025\/08\/fine-tuning-and-deploying-gpt-models-using-hugging-face-transformers\/\"><em>\u4f7f\u7528 Hugging Face Transformers \u5fae\u8c03\u548c\u90e8\u7f72 GPT \u6a21\u578b\u7684\u5b9e\u7528\u6307\u5357<\/em><\/a>\u3002\u6307\u5357\u9010\u6b65\u4ecb\u7ecd\u4e86\u5982\u4f55\u4f7f\u7528\u9884\u8bad\u7ec3\u7684 GPT \u6a21\u578b\u3001\u57fa\u4e8e\u81ea\u5b9a\u4e49\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7 FastAPI \u90e8\u7f72\u7ed3\u679c\u3002<\/p>\n<h4 class=\"wp-block-heading\">Hugging Face \u7684\u4f18\u52bf<\/h4>\n<ul>\n<li><strong>\u6d77\u91cf\u6a21\u578b\u4ed3\u5e93<\/strong>\uff1a\u63d0\u4f9b\u6570\u5341\u4e07\u4e2a\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u60a8\u51e0\u4e4e\u65e0\u9700\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3\u3002\u51e0\u4e4e\u6240\u6709\u4efb\u52a1\u548c\u8bed\u8a00\u7684\u6a21\u578b\u5747\u5df2\u5c31\u7eea\uff0c\u53ef\u4ee5\u968f\u65f6\u4f7f\u7528\u3002<\/li>\n<li><strong>Transformers \u5e93\u7684\u6807\u6746\u5730\u4f4d<\/strong>\uff1a\u8be5\u5e93\u662f NLP\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u591a\u6a21\u6001\u9886\u57df\u7684\u4e8b\u5b9e\u6807\u51c6\uff0c\u4e14\u6700\u65b0\u67b6\u6784\u4e00\u7ecf\u53d1\u5e03\u5373\u83b7\u5f97\u652f\u6301\u3002<\/li>\n<li><strong>\u6846\u67b6\u4e92\u64cd\u4f5c\u6027<\/strong>\uff1a\u6a21\u578b\u652f\u6301 PyTorch\u3001TensorFlow \u548c JAX \u914d\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u5728\u60a8\u7684\u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u63d0\u4f9b\u6700\u5927\u7075\u6d3b\u6027\u3002<\/li>\n<li><strong>\u63a8\u7406\u57fa\u7840\u67b6\u6784<\/strong>\uff1a\u6258\u7ba1\u7684\u63a8\u7406 API \u548c Space \u8ba9\u90e8\u7f72\u53d8\u5f97\u7b80\u5355\u76f4\u63a5\uff0c\u65e0\u9700\u7ba1\u7406\u60a8\u81ea\u5df1\u7684\u57fa\u7840\u67b6\u6784\u3002<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">Hugging Face \u7684\u52a3\u52bf<\/h4>\n<ul>\n<li>\u200c<strong>\u4f9d\u8d56\u5173\u7cfb\u590d\u6742\u200c\u6027<\/strong>\uff1a\u5e9e\u5927\u7684\u4f9d\u8d56\u5173\u7cfb\u6811\u53ef\u80fd\u5bfc\u81f4\u7248\u672c\u51b2\u7a81\u548c\u8f6f\u4ef6\u5305\u7ba1\u7406\u95ee\u9898\uff0c\u5c24\u5176\u662f\u5728\u590d\u6742\u7684\u73af\u5883\u4e2d\u3002<\/li>\n<li><strong>\u6a21\u578b\u8d28\u91cf\u5dee\u5f02<\/strong>\uff1a\u793e\u533a\u8d21\u732e\u7684\u6a21\u578b\u8d28\u91cf\u5404\u5f02\uff0c\u5982\u679c\u60a8\u4e0d\u8fdb\u884c\u5145\u5206\u5ba1\u67e5\u548c\u6d4b\u8bd5\uff0c\u53ef\u80fd\u65e0\u6cd5\u76f4\u63a5\u7528\u4e8e\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<li><strong>\u5e73\u53f0\u4f9d\u8d56\u200c<\/strong>\uff1a\u5bf9 Hugging Face Hub \u7684\u91cd\u5ea6\u4f9d\u8d56\u4f1a\u5f62\u6210\u4e00\u5b9a\u7684\u5e73\u53f0\u9501\u5b9a\uff0c\u4e0d\u8fc7\u60a8\u53ef\u4ee5\u4e0b\u8f7d\u6a21\u578b\u5e76\u72ec\u7acb\u6258\u7ba1\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>XGBoost<\/strong><\/h3>\n<p><a href=\"https:\/\/xgboost.readthedocs.io\/\" target=\"_blank\" rel=\"noopener\">XGBoost<\/a> \u662f\u4e00\u4e2a\u4f18\u5316\u7684\u68af\u5ea6\u63d0\u5347\u5e93\uff0c\u4e13\u4e3a\u63d0\u5347\u7ed3\u6784\u5316\u6570\u636e\u7684\u901f\u5ea6\u548c\u6027\u80fd\u800c\u8bbe\u8ba1\u3002\u8be5\u7b97\u6cd5\u4e0e\u5176\u4ed6\u68af\u5ea6\u63d0\u5347\u51b3\u7b56\u6811\u5e93\u4e00\u8d77\uff0c\u6301\u7eed\u5728\u673a\u5668\u5b66\u4e60\u7ade\u8d5b\u4e2d\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\uff0c\u5e76\u901a\u8fc7\u5728\u5e94\u5bf9\u73b0\u5b9e\u95ee\u9898\u65f6\u7ecf\u8fc7\u5b9e\u6218\u68c0\u9a8c\u7684\u8868\u73b0\u8d62\u5f97\u4e86\u826f\u597d\u58f0\u8a89\u3002<\/p>\n<p>\u60a8\u53ef\u4ee5\u5c06\u8be5\u6846\u67b6\u7528\u4e8e\u7ed3\u6784\u5316\u4e1a\u52a1\u6570\u636e\u7684\u9884\u6d4b\u5efa\u6a21\uff0c\u5305\u62ec\u9500\u552e\u9884\u6d4b\u3001\u98ce\u9669\u8bc4\u4f30\uff0c\u4ee5\u53ca\u7528\u4e8e\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u529f\u80fd\u91cd\u8981\u6027\u5206\u6790\u3002\u5b83\u7684\u68af\u5ea6\u63d0\u5347\u65b9\u5f0f\u53ef\u4ee5\u9488\u5bf9\u7ed3\u6784\u5316\u6570\u636e\u5b9e\u73b0\u51fa\u8272\u7684\u7cbe\u51c6\u5ea6\uff0c\u4e3a\u4e1a\u52a1\u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u53ef\u9760\u7684\u6d1e\u5bdf\u3002<\/p>\n<h4 class=\"wp-block-heading\">XGBoost \u7684\u4f18\u52bf<\/h4>\n<ul>\n<li><strong>\u53ef\u9488\u5bf9\u8868\u683c\u6570\u636e\u63d0\u4f9b\u5353\u8d8a\u7684\u51c6\u786e\u6027<\/strong>\uff1a\u5bf9\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u96c6\uff0cXGBoost \u7684\u8868\u73b0\u59cb\u7ec8\u4f18\u4e8e\u6df1\u5ea6\u5b66\u4e60\uff0c\u56e0\u6b64\u6210\u4e3a\u4e1a\u52a1\u5206\u6790\u548c\u9884\u6d4b\u7684\u9ed8\u8ba4\u9009\u62e9\u3002<\/li>\n<li>\u200c<strong>\u5185\u7f6e\u6b63\u5219\u5316\u200c<\/strong>\uff1a\u4e0e\u57fa\u672c\u68af\u5ea6\u63d0\u5347\u76f8\u6bd4\uff0cL1 \u548c L2 \u6b63\u5219\u5316\u9632\u6b62\u8fc7\u62df\u5408\u7684\u6548\u679c\u66f4\u597d\uff0c\u80fd\u591f\u4e3a\u60a8\u7684\u751f\u4ea7\u7cfb\u7edf\u63d0\u4f9b\u66f4\u7a33\u5065\u7684\u6a21\u578b\u3002<\/li>\n<li><strong>\u9ad8\u6548\u200c\u8ba1\u7b97<\/strong>\uff1a\u901a\u8fc7\u5e76\u884c\u5904\u7406\u548c\u667a\u80fd\u526a\u679d\u9ad8\u6548\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\uff0c\u975e\u5e38\u9002\u5408\u751f\u4ea7\u7528\u4f8b\u3002<\/li>\n<li><strong>\u7f3a\u5931\u503c\u200c\u5904\u7406<\/strong>\uff1a\u81ea\u52a8\u5b66\u4e60\u5904\u7406\u7f3a\u5931\u6570\u636e\u7684\u6700\u4f18\u7b56\u7565\uff0c\u51cf\u8f7b\u60a8\u7684\u9884\u5904\u7406\u8d1f\u62c5\u3002<\/li>\n<li><strong>\u529f\u80fd\u91cd\u8981\u6027\u8bc4\u5206\u200c<\/strong>\uff1a\u5185\u7f6e\u7684\u53ef\u89e3\u91ca\u6027\u53ef\u4ee5\u5e2e\u52a9\u60a8\u7406\u89e3\u6a21\u578b\u51b3\u7b56\uff0c\u8fd9\u5bf9\u4e8e\u4e1a\u52a1\u5e94\u7528\u7a0b\u5e8f\u4e0e\u5408\u89c4\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\">XGBoost \u7684\u52a3\u52bf<\/h4>\n<ul>\n<li><strong>\u4e0d\u9002\u5408\u975e\u7ed3\u6784\u5316\u6570\u636e<\/strong>\uff1a\u56fe\u50cf\u3001\u6587\u672c\u548c\u97f3\u9891\u9700\u8981\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u3002XGBoost \u4e13\u4e3a\u8868\u683c\u6570\u636e\u800c\u8bbe\u8ba1\u3002<\/li>\n<li><strong>\u8d85\u53c2\u6570\u590d\u6742\u5ea6<\/strong>\uff1a\u8981\u8fbe\u5230\u6700\u4f18\u6027\u80fd\uff0c\u9700\u8981\u8c03\u8282\u5f88\u591a\u53c2\u6570\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7 Optuna \u7b49\u5de5\u5177\u81ea\u52a8\u5b8c\u6210\u6b64\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u4e0e\u7b80\u5355\u6a21\u578b\u76f8\u6bd4\uff0c\u53ef\u89e3\u91ca\u6027\u6709\u9650<\/strong>\uff1a\u867d\u7136\u6bd4\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u66f4\u6613\u4e8e\u89e3\u91ca\uff0c\u4f46\u5373\u4f7f\u91c7\u7528\u4e86\u529f\u80fd\u91cd\u8981\u6027\u548c SHAP \u5206\u6790\uff0cXGBoost \u96c6\u6210\u7ed3\u6784\u7684\u89e3\u91ca\u96be\u5ea6\u4e5f\u9ad8\u4e8e\u7ebf\u6027\u6a21\u578b\u6216\u57fa\u4e8e\u89c4\u5219\u7684\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><strong>\u5982\u4f55\u9009\u62e9 AI \u6846\u67b6<\/strong><\/h2>\n<p>\u9009\u62e9\u6700\u4f73\u7684 AI \u6846\u67b6\u53d6\u51b3\u4e8e\u60a8\u5177\u4f53\u9879\u76ee\u7684\u7279\u6027\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8fd9\u79cd\u9009\u62e9\u5f88\u5c11\u975e\u6b64\u5373\u5f7c\u3002\u5f88\u591a\u6210\u529f\u7684\u56e2\u961f\u4f1a\u540c\u65f6\u4f7f\u7528\u591a\u4e2a\u6846\u67b6\u3002\u4e00\u4e2a\u5e38\u89c1\u4e14\u6709\u6548\u7684\u6a21\u5f0f\u662f\uff1a\u4f7f\u7528 scikit-learn \u8fdb\u884c\u9884\u5904\u7406\u548c\u529f\u80fd\u5de5\u7a0b\uff0c\u4f7f\u7528 PyTorch \u8fdb\u884c\u7814\u7a76\u548c\u6a21\u578b\u5f00\u53d1\uff0c\u4f7f\u7528 TensorFlow \u8fdb\u884c\u751f\u4ea7\u90e8\u7f72\uff0c\u5e76\u4f7f\u7528 LangChain \u5b9e\u73b0 LLM \u652f\u6301\u7684\u529f\u80fd\u3002<\/p>\n<p>\u60a8\u7684\u51b3\u7b56\u5f88\u53ef\u80fd\u53d6\u51b3\u4e8e\u6570\u636e\u7c7b\u578b\u3001\u56e2\u961f\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4ee5\u53ca\u6a21\u578b\u9700\u8981\u7684\u8fd0\u884c\u73af\u5883\u3002\u521a\u5f00\u59cb\u65f6\uff0c\u53ef\u4ee5\u53c2\u8003\u4e0b\u8868\uff1a<\/p>\n<figure class=\"wp-block-table is-style-regular\">\n<table class=\"has-black-color has-text-color\">\n<tbody>\n<tr>\n<td><strong>\u51b3\u7b56\u56e0\u7d20<\/strong><\/td>\n<td><strong>\u5408\u9002\u7684\u6846\u67b6<\/strong><\/td>\n<\/tr>\n<tr>\n<td><strong>\u6309\u5efa\u6a21\u65b9\u5f0f\u548c\u9884\u6d4b\u7c7b\u578b\u5212\u5206<\/strong><\/td>\n<td>\u00a0<\/td>\n<\/tr>\n<tr>\n<td>\u5355\u4e00\u503c\u6216\u6807\u7b7e\u9884\u6d4b\uff08\u4f7f\u7528\u7ecf\u5178 ML \u8fdb\u884c\u56de\u5f52\u6216\u5206\u7c7b\uff09<\/td>\n<td>scikit-learn\u3001XGBoost<\/td>\n<\/tr>\n<tr>\n<td>\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u56fe\u50cf\u548c\u89c6\u9891\u5efa\u6a21<\/td>\n<td>TensorFlow\u3001PyTorch\u3001Keras<\/td>\n<\/tr>\n<tr>\n<td>\u4f7f\u7528 Transformer \u6a21\u578b\u5904\u7406\u6587\u672c\u548c NLP<\/td>\n<td>Hugging Face\u3001PyTorch\u3001TensorFlow<\/td>\n<\/tr>\n<tr>\n<td>LLM \u652f\u6301\u7684\u5e94\u7528\u7a0b\u5e8f\u548c\u57fa\u4e8e\u667a\u80fd\u4f53\u7684\u5e94\u7528\u7a0b\u5e8f<\/td>\n<td>LangChain\u3001Hugging Face<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6309\u6240\u9700\u7684\u62bd\u8c61\u548c\u63a7\u5236\u7ea7\u522b\u5212\u5206<\/strong><\/td>\n<td>\u00a0<\/td>\n<\/tr>\n<tr>\n<td>\u9ad8\u7ea7 API \u548c\u5feb\u901f\u8fed\u4ee3<\/td>\n<td>Keras\u3001scikit-learn<\/td>\n<\/tr>\n<tr>\n<td>\u5bf9\u8bad\u7ec3\u548c\u67b6\u6784\u8fdb\u884c\u7ec6\u7c92\u5ea6\u63a7\u5236<\/td>\n<td>PyTorch\u3001TensorFlow<\/td>\n<\/tr>\n<tr>\n<td>\u7814\u7a76\u9a71\u52a8\u7684\u5b9e\u9a8c\u548c\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41<\/td>\n<td>PyTorch<\/td>\n<\/tr>\n<tr>\n<td>\u6258\u7ba1\u5f0f LLM \u7f16\u6392\u548c\u5de5\u5177<\/td>\n<td>LangChain<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6309\u90e8\u7f72\u76ee\u6807\u5212\u5206<\/strong><\/td>\n<td>\u00a0<\/td>\n<\/tr>\n<tr>\n<td>\u5927\u89c4\u6a21\u751f\u4ea7<\/td>\n<td>TensorFlow<\/td>\n<\/tr>\n<tr>\n<td>\u7814\u7a76\/\u5b9e\u9a8c<\/td>\n<td>PyTorch<\/td>\n<\/tr>\n<tr>\n<td>\u79fb\u52a8\/\u8fb9\u7f18\u8bbe\u5907<\/td>\n<td>TensorFlow Lite<\/td>\n<\/tr>\n<tr>\n<td>Web \u5e94\u7528\u7a0b\u5e8f<\/td>\n<td>TensorFlow.js<\/td>\n<\/tr>\n<tr>\n<td>LLM \u5e94\u7528\u7a0b\u5e8f<\/td>\n<td>LangChain<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6309\u4efb\u52a1\u548c\u9879\u76ee\u76ee\u6807\u5212\u5206<\/strong><\/td>\n<td>\u00a0<\/td>\n<\/tr>\n<tr>\n<td>\u7ecf\u5178\u9884\u6d4b\u548c\u9884\u62a5\u7cfb\u7edf<\/td>\n<td>scikit-learn\u3001XGBoost<\/td>\n<\/tr>\n<tr>\n<td>\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u5efa\u6a21<\/td>\n<td>TensorFlow\u3001PyTorch\u3001Keras<\/td>\n<\/tr>\n<tr>\n<td>\u6784\u5efa\u548c\u8bad\u7ec3\u65b0\u578b\u67b6\u6784<\/td>\n<td>PyTorch<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u6269\u7f29\u751f\u4ea7\u90e8\u7f72<\/td>\n<td>TensorFlow<\/td>\n<\/tr>\n<tr>\n<td>LLM \u652f\u6301\u7684\u529f\u80fd\u548c\u5de5\u4f5c\u6d41<\/td>\n<td>LangChain\u3001Hugging Face<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p>\u5982\u679c\u60a8\u6700\u7ec8\u9009\u62e9 PyTorch \u6216 TensorFlow\uff0c\u8bf7\u9605\u8bfb\u6211\u4eec\u4e13\u95e8\u64b0\u5199\u7684 <a href=\"https:\/\/blog.jetbrains.com\/pycharm\/2026\/05\/pytorch-vs-tensorflow-choosing-framework-2026\/\"><em>PyTorch \u4e0e TensorFlow \u5bf9\u6bd4\uff1a2026 \u5e74\u5982\u4f55\u9009\u62e9\u5408\u9002\u7684\u6846\u67b6<\/em><\/a>\u6307\u5357\uff0c\u6211\u4eec\u5728\u6587\u4e2d\u5bf9\u5b66\u4e60\u66f2\u7ebf\u3001\u90e8\u7f72\u9009\u9879\u548c\u7528\u4f8b\u8fdb\u884c\u4e86\u5bf9\u6bd4\uff0c\u4ee5\u5e2e\u52a9\u60a8\u9009\u62e9\u5408\u9002\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002<\/p>\n\n\n<p><\/p>\n\n\n\n<p>\u672c\u535a\u6587\u82f1\u6587\u539f\u4f5c\u8005\uff1a<\/p>\n\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2021\/03\/evgenia-200x200.jpg\" width=\"200\" height=\"200\" alt=\"Evgenia Verbina\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                            <h4>Evgenia Verbina<\/h4>\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n","protected":false},"author":1297,"featured_media":720734,"comment_status":"closed","ping_status":"closed","template":"","categories":[952],"tags":[8428,6417,8556,9104,9164,6416],"cross-post-tag":[],"class_list":["post-720620","pycharm","type-pycharm","status-publish","has-post-thumbnail","hentry","category-data-science","tag-hugging-face","tag-keras","tag-langchain","tag-pytorch","tag-scikit-learn","tag-tensorflow"],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/pycharm\/720620","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/pycharm"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/types\/pycharm"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/users\/1297"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/comments?post=720620"}],"version-history":[{"count":3,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/pycharm\/720620\/revisions"}],"predecessor-version":[{"id":720749,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/pycharm\/720620\/revisions\/720749"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media\/720734"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/media?parent=720620"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/categories?post=720620"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/tags?post=720620"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/zh-hans\/wp-json\/wp\/v2\/cross-post-tag?post=720620"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}