{"id":5583,"date":"2025-07-02T00:22:22","date_gmt":"2025-07-01T16:22:22","guid":{"rendered":"https:\/\/aicats.wiki\/?p=5583"},"modified":"2025-07-02T00:22:22","modified_gmt":"2025-07-01T16:22:22","slug":"%e5%bc%80%e6%ba%90ai%e5%b9%b3%e5%8f%b0%e6%8e%a8%e8%8d%90%e5%90%88%e9%9b%86%ef%bc%9a2025%e5%b9%b4%e6%9c%80%e5%80%bc%e5%be%97%e4%bd%a0%e5%85%a5%e6%89%8b%e4%bd%93%e9%aa%8c%e7%9a%845%e6%ac%be%e4%ba%ba","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/07\/02\/5583.html","title":{"rendered":"\u958b\u6e90AI\u5e73\u53f0\u63a8\u85a6\u6536\u85cf\uff1a2025\u5e74\u6700\u503c\u5f97\u4f60\u5165\u624b\u9ad4\u9a57\u76845\u6b3e\u4eba\u5de5\u667a\u6167\u5de5\u5177"},"content":{"rendered":"<p><strong>2025\u5e74\uff0c\u5f00\u6e90<a href=\"https:\/\/aicats.wiki\/tw\/tag\/ai%e5%b9%b3%e5%8f%b0\" title=\"ai\u5e73\u53f0\">AI\u5e73\u53f0<\/a>\u8fce\u6765\u98de\u8dc3\u521b\u65b0\uff0c\u6210\u4e3a\u6280\u672f\u4eba\u548c\u4f01\u4e1a\u5173\u952e\u63a8\u52a8\u529b\u3002<\/strong>\u672c\u6587\u7cbe\u90095\u6b3e\u6700\u503c\u5f97\u5173\u6ce8\u4e0e\u5165\u624b\u7684<strong>\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u5de5\u5177<\/strong>\uff0c\u5305\u62ecTensorFlow\u3001PyTorch\u3001OpenMMLab\u3001LangChain\u3001Hugging Face Transformers\u3002<strong>\u8be6\u7ec6\u76d8\u70b9\u5404\u81ea\u4f18\u52bf\u3001\u5e94\u7528\u573a\u666f\u53ca\u5165\u95e8\u7b56\u7565<\/strong>\uff0c\u52a9\u4f60\u9ad8\u6548\u9009\u62e9<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u5f00\u53d1\u4e0e\u843d\u5730\u65b9\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/my_prefix_1751144080.png\" alt=\"\u5f00\u6e90AI\u5e73\u53f0\u63a8\u8350\uff1a2025\u5e74\u6700\u503c\u5f97\u5165\u624b\u76845\u6b3e\u4eba\u5de5\u667a\u80fd\u5de5\u5177\" class=\"wp-image-51824\"\/><\/figure>\n\n\n\n<p>2025\u5e74\u6700\u503c\u5f97\u63a8\u8350\u76845\u5927\u5f00\u6e90AI\u5e73\u53f0\u4e00\u89c8<\/p>\n\n\n\n<p>\u4e0b\u8868\u4e3a\u672c\u6587\u63a8\u8350\u5e73\u53f0\u7684\u5173\u952e\u5bf9\u6bd4\uff0c\u65b9\u4fbf\u8bfb\u8005\u5feb\u901f\u4e86\u89e3\u6838\u5fc3\u4fe1\u606f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/my_prefix_1751144134.png\" alt=\"\u5f00\u6e90AI\u5e73\u53f0\u5bf9\u6bd4\u8868\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u5f00\u6e90AI\u5e73\u53f0\u5bf9\u6bd4\u8868<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5e73\u53f0\u540d\u7a31<\/th><th>\u985e\u578b<\/th><th>\u6838\u5fc3\u61c9\u7528<\/th><th>\u4e3b\u8981\u4eae\u9ede<\/th><th>\u5b98\u7f51\/\u5f00\u6e90\u94fe\u63a5<\/th><\/tr><tr><td><strong>TensorFlow<\/strong><\/td><td>\u673a\u5668\u5b66\u4e60\u6846\u67b6<\/td><td>\u6df1\u5ea6\u5b66\u4e60\/\u5927\u6a21\u578b\u8bad\u7ec3<\/td><td>\u529f\u80fd\u5168\u9762\u3001\u793e\u533a\u751f\u6001\u6700\u5927<\/td><td><a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a> \/ <a href=\"https:\/\/github.com\/tensorflow\/tensorflow\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub<\/a><\/td><\/tr><tr><td><strong>PyTorch<\/strong><\/td><td>\u673a\u5668\u5b66\u4e60\u6846\u67b6<\/td><td>\u5b66\u672f\u7814\u7a76\/\u5927\u6a21\u578b\/\u5de5\u4e1a\u5e94\u7528<\/td><td>\u52a8\u6001\u8ba1\u7b97\u56fe\u3001\u4fbf\u4e8e\u5b9e\u9a8c\u548c\u90e8\u7f72<\/td><td><a href=\"https:\/\/pytorch.org\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a> \/ <a href=\"https:\/\/github.com\/pytorch\/pytorch\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub<\/a><\/td><\/tr><tr><td><strong>OpenMMLab<\/strong><\/td><td>\u8ba1\u7b97\u673a\u89c6\u89c9\u5e73\u53f0<\/td><td>\u89c6\u89c9\u6a21\u578b\u5f00\u53d1\/\u63a8\u7406<\/td><td>\u6a21\u5757\u4e30\u5bcc\u3001\u652f\u6301\u4e3b\u6d41SOTA\u89c6\u89c9\u7b97\u6cd5<\/td><td><a href=\"https:\/\/openmmlab.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a> \/ <a href=\"https:\/\/github.com\/open-mmlab\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub<\/a><\/td><\/tr><tr><td><strong>LangChain<\/strong><\/td><td>\u5927\u8bed\u8a00\u6a21\u578b\u5f00\u53d1\u6846\u67b6<\/td><td>AI Agent\/LLM\u5e94\u7528\u5f00\u53d1<\/td><td>LLM\u94fe\u5f0f\u8c03\u7528\u3001\u5f00\u53d1AI\u5e94\u7528\u52a0\u901f<\/td><td><a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a> \/ <a href=\"https:\/\/github.com\/langchain-ai\/langchain\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub<\/a><\/td><\/tr><tr><td><strong>Hugging Face Transformers<\/strong><\/td><td>\u9884\u8bad\u7ec3\u6a21\u578b\/\u5e94\u7528\u4e2d\u5fc3<\/td><td>NLP\/\u591a\u6a21\u6001\/\u5927\u6a21\u578b\u8c03\u7528<\/td><td>\u4e30\u5bcc\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u793e\u533a\u6d3b\u8dc3\u3001API\u6613\u7528<\/td><td><a href=\"https:\/\/huggingface.co\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a> \/ <a href=\"https:\/\/github.com\/huggingface\/transformers\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u4ea7\u4e1a\u4e3b\u6d41\uff0c\u5168\u7ef4\u751f\u6001\uff1aTensorFlow<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f3a\u5927\u7684\u5de5\u4e1a\u7ea7AI\u5e73\u53f0<\/h3>\n\n\n\n<p><strong>TensorFlow<\/strong> \u662f\u7531 Google Brain \u56e2\u961f\u5f00\u53d1\u5e76\u6301\u7eed\u7ef4\u62a4\u7684<strong>open source<\/strong>\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u662f\u5168\u7403\u5e94\u7528\u6700\u5e7f\u3001\u5f00\u53d1\u8005\u6570\u91cf\u6700\u591a\u7684AI\u6280\u672f\u57fa\u77f3\u4e4b\u4e00\u3002\u968f\u77402025\u5e74TF2.x\u7684\u6301\u7eed\u6f14\u8fdb\uff0c\u5176\u751f\u6001\u4f53\u7cfb\u6108\u53d1\u6210\u719f\uff0c\u6db5\u76d6\u4e86\u6df1\u5ea6\u5b66\u4e60\u3001\u6a21\u578b\u538b\u7f29\u3001\u8fc1\u79fb\u5b66\u4e60\u3001\u5206\u5e03\u5f0f\u8bad\u7ec3\u3001TPU\u52a0\u901f\u7b49\u5168\u6808AI\u5173\u952e\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u8981\u512a\u52e2\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5168\u81ea\u52a8\u56fe\u6267\u884c\u4e0e\u9759\u6001\/\u52a8\u6001\u56fe\u517c\u5bb9<\/strong>\uff0c\u9ad8\u6548\u9002\u914d\u8bad\u7ec3\u4e0e\u63a8\u7406\u573a\u666f<\/li>\n\n\n\n<li>\u64c1\u6709<strong>TensorBoard<\/strong>\u7b49\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u8f85\u52a9\u8c03\u8bd5\u4e0e\u6027\u80fd\u76d1\u63a7<\/li>\n\n\n\n<li>\u793e\u533a\u6d3b\u8dc3\u3001\u6559\u7a0b\u6587\u6863\u6781\u4e3a\u4e30\u5bcc\uff0c\u4e0a\u624b\u95e8\u69db\u4f4e<\/li>\n\n\n\n<li>\u652f\u6301\u8fb9\u7f18\u8bbe\u5907\u90e8\u7f72\uff08TensorFlow Lite\uff09\u3001\u6d4f\u89c8\u5668\u7aefAI\uff08TensorFlow.js\uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5178\u578b\u61c9\u7528\u5834\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u795e\u7ecf\u7f51\u7edc\u7684\u642d\u5efa\u4e0e\u751f\u4ea7\u90e8\u7f72<\/li>\n\n\n\n<li>LLM\/\u5927\u6a21\u578b\u8bad\u7ec3\u53ca\u5fae\u8c03\uff08\u5982BERT\u3001GPT\u7b49\uff09<\/li>\n\n\n\n<li>\u533b\u7597\u3001\u91d1\u878d\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u9ad8\u53ef\u9760\u884c\u4e1a\u7684AI\u9700\u6c42<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/my_prefix_1751144150.png\" alt=\"TensorFlow\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.tensorflow.org\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >TensorFlow\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p>\u5bf9\u4e8e\u5e0c\u671b\u63a8\u52a8\u4ea7\u4e1aAI\u843d\u5730\u7684\u7814\u53d1\u56e2\u961f\uff0c<strong>TensorFlow<\/strong>\u65e0\u7591\u662f\u9996\u9009\u5e73\u53f0\u3002\u60f3\u8981\u5c1d\u8bd5\uff1f\u53ef\u76f4\u63a5\u8bbf\u95ee<a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >TensorFlow\u5b98\u7f51<\/a>\u6216\u4e0b\u8f7d\u5176<a href=\"https:\/\/github.com\/tensorflow\/tensorflow\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub\u5f00\u6e90\u4ee3\u7801<\/a>\u9ad4\u9a57\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u7814\u7a76\u8005\u4e0e\u5de5\u7a0b\u5e08\u5171\u540c\u7684\u201c\u5ba0\u513f\u201d\uff1aPyTorch<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u52a8\u6001\u8ba1\u7b97\u56fe\u63a8\u52a8AI\u521b\u65b0<\/h3>\n\n\n\n<p><strong>PyTorch<\/strong> \u7531 Meta AI\uff08\u539fFacebook AI Research\uff09\u56e2\u961f\u4e3b\u5bfc\u5f00\u53d1\uff0c\u662f\u8fd1\u5e74\u6765\u589e\u957f\u6700\u5feb\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002\u5b83\u4ee5\u201cdefine by run\u201d<strong>\u52a8\u6001\u8ba1\u7b97\u56fe<\/strong>\u8457\u79f0\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u6a21\u578b\u5b9e\u9a8c\u7684\u81ea\u7531\u5ea6\uff0c\u6210\u4e3aAI\u79d1\u7814\u4e0e\u5feb\u901f\u539f\u578b\u5f00\u53d1\u7684\u4e8b\u5b9e\u6807\u51c6\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u8981\u512a\u52e2\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u52a8\u6001\u56fe\u673a\u5236<\/strong>\uff0c\u590d\u6742\u6a21\u578b\u7ed3\u6784\u548c\u8c03\u8bd5\u66f4\u76f4\u89c2<\/li>\n\n\n\n<li>\u4e0e\u4e3b\u6d41\u5f00\u6e90AI\u5b66\u672f\u9879\u76ee\uff08\u5982OpenAI\u3001Hugging Face\u7b49\uff09\u9ad8\u5ea6\u96c6\u6210<\/li>\n\n\n\n<li>\u62e5\u6709\u5b8c\u5584\u7684C++\u63a5\u53e3\uff08LibTorch\uff09\uff0c\u4fbf\u4e8e\u5de5\u4e1a\u7ea7\u90e8\u7f72<\/li>\n\n\n\n<li>\u6d3b\u8dc3\u7684\u5f00\u53d1\u793e\u533a\uff0c\u8d44\u6e90\u5171\u4eab\u4e30\u5bcc<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5178\u578b\u61c9\u7528\u5834\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Transformer\u3001Diffusion\u7b49\u524d\u6cbfAI\u6a21\u578b\u5f00\u53d1<\/li>\n\n\n\n<li>\u5b66\u672f\u8bba\u6587\u590d\u73b0\u4e0eAI\u7ade\u8d5b<\/li>\n\n\n\n<li>\u751f\u4ea7\u7ea7\u5927\u6a21\u578b\u63a8\u7406\/\u8bad\u7ec3\u670d\u52a1\u5668\u7684\u642d\u5efa<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/my_prefix_1751144152.png\" alt=\"PyTorch\u5b98\u7f51\u622a\u56fe\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/pytorch.org\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >PyTorch\u5b98\u7f51\u622a\u56fe<\/a><\/figcaption><\/figure>\n\n\n\n<p>PyTorch\u9002\u5408\u504f\u91cd\u7b97\u6cd5\u521b\u65b0\u3001\u8bba\u6587\u843d\u5730\u3001\u521d\u521b\u9879\u76ee\u5b75\u5316\u7684\u5f00\u53d1\u8005\u548c\u56e2\u961f\u3002\u53ef\u524d\u5f80<a href=\"https:\/\/pytorch.org\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >PyTorch\u5b98\u7f51<\/a>\u6216\u4e0b\u8f7d<a href=\"https:\/\/github.com\/pytorch\/pytorch\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u958b\u6e90\u7a0b\u5f0f\u78bc<\/a>\u6df1\u5ea6\u63a2\u7d22\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u89c6\u89c9AI\u9996\u9009\uff1aOpenMMLab<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e2d\u56fd\u529b\u91cf\u9886\u8dd1\u5168\u7403\u89c6\u89c9\u5f00\u6e90<\/h3>\n\n\n\n<p><strong>OpenMMLab<\/strong> \u662f\u7531\u4e2d\u56fd\u79d1\u5b66\u9662\u81ea\u52a8\u5316\u6240\u7275\u5934\u6253\u9020\u7684\u8de8\u9886\u57df\u89c6\u89c9AI\u5f00\u6e90\u5e73\u53f0\uff0c\u77ed\u77ed\u6570\u5e74\u5185\u5df2\u6210\u4e3a\u5168\u7403\u6700\u5927\u7684\u5f00\u6e90\u89c6\u89c9\u7b97\u6cd5\u5e93\u4e4b\u4e00\u3002\u5176\u65d7\u8230\u9879\u76ee<strong>MMClassification\u3001MMDetection\u3001MMOCR<\/strong>\u7b49\uff0c\u51e0\u4e4e\u8986\u76d6\u4e86\u6240\u6709\u4e3b\u6d41\u56fe\u50cf\u8bc6\u522b\u3001\u68c0\u6d4b\u3001\u5206\u5272\u3001\u751f\u6210\u7b49\u9700\u6c42\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u8981\u512a\u52e2\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u64c1\u6709<strong>\u6570\u5343\u79cdSOTA\u6a21\u578b\u548c\u4e30\u5bcc\u9884\u8bad\u7ec3\u6743\u91cd<\/strong>\uff0c\u5f00\u7bb1\u5373\u7528<\/li>\n\n\n\n<li>\u6a21\u5757\u5316\u8bbe\u8ba1\uff0c\u53ef\u81ea\u7531\u7ec4\u88c5\u548c\u5fae\u8c03\u5404\u7c7b\u89c6\u89c9\u6a21\u578b<\/li>\n\n\n\n<li>\u539f\u751f\u652f\u6301ONNX\u3001TensorRT\u7b49\u9ad8\u6027\u80fd\u6a21\u578b\u90e8\u7f72<\/li>\n\n\n\n<li>\u9879\u76ee\u6587\u6863\u5b8c\u5584\uff0c\u4e2d\u6587\u793e\u533a\u6781\u4e3a\u6d3b\u8dc3<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5178\u578b\u61c9\u7528\u5834\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u76ee\u6807\u68c0\u6d4b\u3001\u4eba\u8138\u8bc6\u522b\u3001\u533b\u7597\u5f71\u50cf\u5206\u6790<\/li>\n\n\n\n<li>\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u89c6\u89c9\u9884\u8bad\u7ec3\/\u5fae\u8c03\/\u8fc1\u79fb\u5b66\u4e60<\/li>\n\n\n\n<li>\u8f7b\u91cf\u7ea7\u6a21\u578b\u79fb\u52a8\u7aef\u90e8\u7f72\u3001\u8fb9\u7f18AI\u653b\u5173<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/my_prefix_1751144155.png\" alt=\"OpenMMLab\u5b98\u7f51\u622a\u56fe\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/openmmlab.com\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >OpenMMLab\u5b98\u7f51\u622a\u56fe<\/a><\/figcaption><\/figure>\n\n\n\n<p>OpenMMLab\u6781\u5927\u5730\u63a8\u52a8\u4e86open source\u89c6\u89c9AI\u5411\u4ea7\u4e1a\u8f6c\u5316\u3002\u96f6\u57fa\u7840\u4e5f\u80fd\u4e0a\u624b\uff0c\u6b22\u8fce\u8bbf\u95ee<a href=\"https:\/\/openmmlab.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >OpenMMLab\u5b98\u7f51<\/a>\u6216\u5176<a href=\"https:\/\/github.com\/open-mmlab\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub\u4e3b\u7ad9<\/a>\u83b7\u53d6\u8be6\u7ec6\u9879\u76ee\u548c\u6559\u7a0b\u8d44\u6e90\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/my_prefix_1751144157.png\" alt=\"\u89c6\u89c9AI\u6a21\u5757\u5316\u9879\u76ee\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u89c6\u89c9AI\u6a21\u5757\u5316\u9879\u76ee<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u540d\u7a31<\/th><th>\u4e3b\u8981\u65b9\u5411<\/th><th>SOTA\u7b97\u6cd5\u8986\u76d6<\/th><th>\u6587\u6863\/\u6559\u7a0b\u652f\u6301<\/th><\/tr><tr><td>MMClassification<\/td><td>\u5f71\u50cf\u5206\u985e<\/td><td>ResNet\/Vit\u7b49<\/td><td>\u6709<\/td><\/tr><tr><td>MMDetection<\/td><td>\u76ee\u6a19\u5075\u6e2c<\/td><td>YOLO\/DETR\u7b49<\/td><td>\u6709<\/td><\/tr><tr><td>MMTracking<\/td><td>\u76ee\u6807\u8ddf\u8e2a<\/td><td>ByteTrack\u7b49<\/td><td>\u6709<\/td><\/tr><tr><td>MMOCR<\/td><td>OCR\u6587\u672c\u68c0\u6d4b<\/td><td>TextRec\u7b49<\/td><td>\u6709<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u5927\u6a21\u578b\u9b54\u6cd5\u5e08\uff1aLangChain<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5feb\u901f\u6253\u9020\u4e0b\u4e00\u4ee3\u667a\u80fdAI\u5e94\u7528<\/h3>\n\n\n\n<p>\u56fa\u6709\u7684AI\u6a21\u578b\u4e0d\u518d\u53ea\u662f\u5355\u70b9\u5de5\u5177\uff0c2025\u5e74\u6700\u53d7\u5173\u6ce8\u7684\u201cAI\u65b0\u73a9\u6cd5\u201d\u6b63\u662f<strong>AI Agent\u3001\u667a\u80fd\u5bf9\u8bdd\u5de5\u4f5c\u6d41<\/strong>\u3002<strong>LangChain<\/strong>\u4f5c\u4e3a\u76ee\u524d\u6700\u6d41\u884c\u7684<strong>\u5927\u8bed\u8a00\u6a21\u578b\u201c\u94fe\u5f0f\u8c03\u7528\u201d\u5f00\u6e90\u6846\u67b6<\/strong>\uff0c\u53ef\u5c06\u5f00\u653e\u5f0f\u5927\u6a21\u578b\uff08\u5982OpenAI GPT\u7cfb\u5217\u3001Llama\u3001GLM\u7b49\uff09\u4e0e\u4e92\u8054\u7f51\u641c\u7d22\u3001\u77e5\u8bc6\u5e93\u3001\u5de5\u5177\u7bb1\u3001\u63d2\u4ef6\u7b49\u5916\u90e8\u4fe1\u606f\u6e90\u4fbf\u6377\u96c6\u6210\uff0c\u6781\u5927\u91ca\u653eAI\u7684\u843d\u5730\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u8981\u512a\u52e2\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u652f\u6301\u4e3b\u6d41LLM\u53ca\u5f00\u6e90\u6a21\u578b\u7684\u65e0\u7f1d\u6574\u5408<\/strong><\/li>\n\n\n\n<li>\u6a21\u5757\u5316\u7ec4\u4ef6\u5e93\uff08Prompt\u3001Chains\u3001Memory\u3001Agents\uff09\u9002\u7528\u5404\u7c7bLLM\u5e94\u7528\u573a\u666f<\/li>\n\n\n\n<li>\u4e30\u5bcc\u7684\u793e\u533a\u6848\u4f8b\uff0c\u5feb\u901f\u6253\u9020\u804a\u5929\u673a\u5668\u4eba\u3001\u667a\u80fd\u641c\u7d22\u3001\u81ea\u52a8\u95ee\u7b54\u7b49\u751f\u4ea7\u529b\u5e94\u7528<\/li>\n\n\n\n<li>\u517c\u5bb9Python\u4e0eJS\u751f\u6001\uff0c\u6613\u4e8e\u5b9a\u5236\u548c\u6269\u5c55<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1702\" height=\"863\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/07\/image-15.jpg\" alt=\"LangChain\u5b98\u7f51\" class=\"wp-image-6215\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >LangChain\u5b98\u7f51<\/a><\/figcaption><\/figure>\n\n\n\n<p><strong>\u5178\u578b\u61c9\u7528\u5834\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f01\u4e1a\u667a\u80fd\u5ba2\u670d\u4e0eAI\u52a9\u7406\u5f00\u53d1<\/li>\n\n\n\n<li>\u590d\u6742\u6570\u636e\u8d28\u68c0\u3001\u6cd5\u5f8b\/\u533b\u7597\/\u653f\u52a1\u7b49\u5782\u76f4\u884c\u4e1aAI\u89e3\u51b3\u65b9\u6848<\/li>\n\n\n\n<li>Workflow\u6d41\u5f0f\u81ea\u52a8\u5316\u3001\u4fe1\u606f\u62bd\u53d6\u4e0e\u7cbe\u51c6\u63a8\u8350\u7cfb\u7edf<\/li>\n<\/ul>\n\n\n\n<p>\u622a\u81f32025\u5e74\uff0cLangChain\u5df2\u6210\u4e3a\u5168\u7403AI Agent\u5f00\u53d1\u8005\u7684\u4e3b\u6d41\u9009\u62e9\u3002\u8be6\u89c1<a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >LangChain\u5b98\u7f51<\/a>\u6216<a href=\"https:\/\/github.com\/langchain-ai\/langchain\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub<\/a>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u9884\u8bad\u7ec3\u5927\u6a21\u578b\u4e50\u56ed\uff1aHugging Face Transformers<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u638c\u63e1NLP\/\u591a\u6a21\u6001\u7684\u4e07\u80fd\u6b66\u5668<\/h3>\n\n\n\n<p>\u60f3\u7528<strong>open source<\/strong>\u9884\u8bad\u7ec3\u5927\u6a21\u578b\uff08\u5982Llama 3\u3001BERT\u3001CLIP\u7b49\uff09\u4f53\u9a8c\u5f53\u4e0b\u7684AI\u70ed\u6f6e\uff1fHugging Face\u51fa\u54c1\u7684<strong>Transformers<\/strong>\u5e93\u65e0\u7591\u662f\u6700\u4f73\u5165\u53e3\u3002\u8fd9\u662f\u5168\u7403\u6700\u6d3b\u8dc3\u7684AI\u6a21\u578b\u793e\u533a\u548c\u5f00\u6e90\u5e73\u53f0\u4e4b\u4e00\uff0c\u96c6\u805a\u4e86\u4e0a\u4e07\u6b3e\u9884\u8bad\u7ec3\u6a21\u578b\u3001\u6570\u636e\u96c6\u548c\u63a8\u7406\/\u8bad\u7ec3API\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u8981\u512a\u52e2\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>API\u6781\u7b80\uff0c<strong>\u4e09\u884c\u4ee3\u7801\u5373\u53ef\u52a0\u8f7d\/\u8c03\u7528\u4e3b\u6d41NLP\u6a21\u578b<\/strong><\/li>\n\n\n\n<li>\u4e30\u5bcc\u7684\u6a21\u578bZoo\u3001\u5728\u7ebf\u53ef\u89c6\u64cd\u4f5c\u548c\u4e00\u952e\u90e8\u7f72<\/li>\n\n\n\n<li>\u793e\u533a\u6301\u7eed\u8d21\u732eSOTA\u65b0\u6a21\u578b\u548cnotebook\u793a\u4f8b<\/li>\n\n\n\n<li>\u652f\u6301\u591a\u8bed\u8a00\/\u591a\u6a21\u6001\uff08\u6587\u672c-\u56fe\u50cf-\u97f3\u9891\uff09AI\u5e94\u7528\u5f00\u53d1<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5178\u578b\u61c9\u7528\u5834\u666f\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u672c\u5206\u7c7b\u3001\u60c5\u611f\u5206\u6790\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u667a\u80fd\u6458\u8981<\/li>\n\n\n\n<li>\u591a\u6a21\u6001\u4ea4\u4e92\u3001AIGC\/\u97f3\u9891AI\/\u5bf9\u8bdd\u673a\u5668\u4eba\u7b49\u70ed\u95e8\u5e94\u7528<\/li>\n\n\n\n<li>\u5f00\u6e90\u5927\u6a21\u578b\u5fae\u8c03\u4e0e\u81ea\u5b9a\u4e49\uff0c\u7aef\u5230\u7aefAI\u751f\u4ea7\u90e8\u7f72<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/06\/my_prefix_1751144179.png\" alt=\"Hugging Face\u5b98\u7db2\u622a\u5716\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/huggingface.co\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Hugging Face\u5b98\u7db2\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<p>\u65e0\u8bbaAI\u5c0f\u767d\u8fd8\u662f\u5f00\u53d1\u5927\u725b\uff0c\u90fd\u80fd\u5feb\u901f\u4e0a\u624b\u3002\u6b22\u8fce\u8bbf\u95ee<a href=\"https:\/\/huggingface.co\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >HuggingFace\u5b98\u7f51<\/a>\u6216\u5176<a href=\"https:\/\/github.com\/huggingface\/transformers\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Transformers GitHub<\/a>\u3002\u90e8\u5206\u5148\u8fdb\u5927\u6a21\u578b\u5df2\u652f\u6301<strong>\u5f00\u7bb1\u5373\u7528\u7684open\u670d\u52a1<\/strong>\uff0c\u4f53\u9a8c\u6781\u4f73\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8a9e<\/h2>\n\n\n\n<p><strong>2025\u5e74\uff0c\u5f00\u6e90AI\u6d6a\u6f6e\u6b63\u5728\u91cd\u5851\u751f\u4ea7\u3001\u79d1\u7814\u548c\u65e5\u5e38\u751f\u6d3b\u3002<\/strong>\u65e0\u8bba\u4f60\u662f\u9700\u8981<strong>\u5168\u6808\u6df1\u5ea6\u5b66\u4e60\u652f\u6301<\/strong>\u3001<strong>\u524d\u6cbf\u6a21\u578b\u7814\u53d1\u73af\u5883<\/strong>\uff0c\u8fd8\u662f\u60f3\u8ba9\u5927\u6a21\u578bAI\u4e3a\u4f60\u5f00\u53d1\u81ea\u52a8\u5316\/\u5bf9\u8bdd\u7b49\u667a\u80fd\u5e94\u7528\uff0c\u4e0a\u8ff05\u5927<strong>open source\u5e73\u53f0<\/strong>\u90fd\u5177\u5907\u6781\u9ad8\u4ef7\u503c\u548c\u751f\u547d\u529b\u3002\u5f00\u6e90\u5e26\u7ed9\u79d1\u6280\u521b\u65b0\u7684\u4e0d\u53ea\u662f\u4f4e\u95e8\u69db\uff0c\u66f4\u662f\u5f3a\u5927\u7684\u9a71\u52a8\u529b\u548c\u5e7f\u9614\u7684\u672a\u6765\u3002\u6b65\u5165AI\u65f6\u4ee3\uff0c\u4e0d\u59a8\u4eb2\u81ea\u4f53\u9a8c\u8fd9\u4e9b\u5de5\u5177\uff0c\u52a0\u901f\u5b9e\u73b0\u4f60\u7684\u667a\u80fd\u521b\u60f3\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>2025\u5e74\uff0c\u5f00\u6e90AI\u5e73\u53f0\u8fce\u6765\u98de\u8dc3\u521b\u65b0\uff0c\u6210\u4e3a\u6280\u672f\u4eba\u548c\u4f01\u4e1a\u5173\u952e\u63a8\u52a8\u529b\u3002\u672c\u6587\u7cbe\u90095\u6b3e\u6700\u503c\u5f97\u5173\u6ce8\u4e0e\u5165\u624b\u7684\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u5de5 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[290],"tags":[247,218,352,482],"content_visibility":[262],"class_list":["post-5583","post","type-post","status-publish","format-standard","hentry","category-ai-application-areas","tag-ai","tag-ai-"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/5583","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/comments?post=5583"}],"version-history":[{"count":2,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/5583\/revisions"}],"predecessor-version":[{"id":6216,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/5583\/revisions\/6216"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=5583"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=5583"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=5583"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=5583"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}