{"id":71896,"date":"2025-11-21T17:05:59","date_gmt":"2025-11-21T09:05:59","guid":{"rendered":"https:\/\/aicats.wiki\/sites\/71896.html"},"modified":"2025-11-21T17:05:59","modified_gmt":"2025-11-21T09:05:59","slug":"fast-ai","status":"publish","type":"sites","link":"https:\/\/aicats.wiki\/tw\/sites\/71896-html","title":{"rendered":"fast.ai"},"content":{"rendered":"<p><strong>fast.<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/sitetag\/ai\" title=\"\u67e5\u770b\u8207 ai \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">ai<\/a><\/strong> \u662f\u4e00\u500b\u4ee5\u7c21\u5316\u6df1\u5ea6\u5b78\u7fd2\u6d41\u7a0b\u3001\u666e\u53ca<a href=\"https:\/\/aicats.wiki\/tw\/sites\/20316.html\/\" title=\"HuggingFace\"> AI \u6559\u80b2\u70ba\u4f7f\u547d\u7684\u958b\u6e90\u5e73\u53f0<\/a>\u3002\u5b83\u57fa\u65bcPyTorch\uff0c<strong>\u652f\u63f4\u96fb\u8166\u8996\u89ba\u3001\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u3001\u8868\u683c\u8cc7\u6599\u548c\u63a8\u85a6\u7cfb\u7d71<\/strong>\u7b49\u591a\u9818\u57df\u4efb\u52d9\uff0c\u81ea\u5099\u8c50\u5bcc\u7684\u6559\u5b78\u548c <strong>\u5b8c\u5168\u514d\u8cbb<\/strong>\u7684\u8cc7\u6e90\uff0c\u662f\u521d\u5b78\u8005\u3001\u79d1\u5b78\u7814\u7a76\u4eba\u54e1\u548c\u4f01\u696d\u958b\u767c\u5718\u968a\u7406\u60f3\u7684AI \u5b78\u7fd2\u8207\u539f\u578b\u958b\u767c\u5de5\u5177\u3002<strong>\u7121\u9700\u9ad8\u6df1\u7de8\u7a0b\u6216\u6578\u5b78\u57fa\u790e\uff0c\u5e7e\u884c\u7a0b\u5f0f\u78bc\u5373\u53ef\u8a13\u7df4\u524d\u6cbf\u6a21\u578b<\/strong>\u3002fast.<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/sitetag\/ai\" title=\"\u67e5\u770b\u8207 ai \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">ai<\/a> \u62e5\u6709\u5168\u7403\u6d3b\u8dc3\u7684\u793e\u533a\u652f\u6301\uff0c\u63a8\u52a8 AI \u77e5\u8bc6\u6c11\u4e3b\u5316\uff0c\u8ba9 AI \u5b66\u4e60\u66f4\u9ad8\u6548\u3001\u66f4\u65e0\u58c1\u5792\u3002<\/p>\n\n\n\n<p>\u96a8\u8457\u4eba\u5de5\u667a\u6167\u7684\u767c\u5c55\uff0c\u8d8a\u4f86\u8d8a\u591a\u7684\u958b\u767c\u8005\u3001\u7814\u7a76\u8005\u3001\u4f01\u696d\u548c\u6559\u80b2\u8005\u5e0c\u671b\u4f4e\u9580\u6abb\u5730\u638c\u63e1\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\u3002<strong>fast.ai<\/strong>\uff0c\u6b63\u662f\u9019\u6a23\u4e00\u500b\u4ee5\u7c21\u5316\u6df1\u5ea6\u5b78\u7fd2\u6d41\u7a0b\u3001\u666e\u53caAI\u6559\u80b2\u70ba\u4f7f\u547d\u7684\u958b\u6e90\u5e73\u53f0\u3002\u672c\u6587\u5c07\u5e36\u60a8\u5168\u9762\u4e86\u89e3<a href=\"https:\/\/www.fast.ai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai\u5b98\u7db2<\/a>\u7684\u6838\u5fc3\u80fd\u529b\u3001\u8cbb\u7528\u65b9\u6848\u3001\u9069\u7528\u4eba\u7fa4\u4ee5\u53ca\u5e38\u898b\u554f\u984c\uff0c\u5e6b\u52a9\u60a8\u5feb\u901f\u638c\u63e1\u70ba\u4f55fast.ai\u6210\u70ba\u5168\u7403AI\u5b78\u7fd2\u3001\u7814\u7a76\u8005\u548c\u958b\u767c\u8005\u5fc3\u4e2d\u7684\u300c\u5229\u5668\u300d\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1917\" height=\"1029\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-411-2.jpg\" alt=\"fast.ai\u5b98\u7db2\u9996\u9801\u622a\u5716\" class=\"wp-image-72244\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.fast.ai\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai\u5b98\u7db2\u9996\u9801\u622a\u5716<\/a><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">fast.ai\u7684\u4e3b\u8981\u529f\u80fd<\/h2>\n\n\n\n<p><a href=\"https:\/\/www.fast.ai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai<\/a>\u662f\u4e00\u500b\u57fa\u65bcPyTorch\u958b\u767c\u7684\u9ad8\u5c64\u6df1\u5ea6\u5b78\u7fd2\u5eab\uff0c\u65e8\u5728\u8b93\u4f7f\u7528\u8005\u4ee5\u6975\u4f4e\u7684\u5b78\u7fd2\u6210\u672c\u5be6\u73fe\u524d\u6cbf\u7684\u6df1\u5ea6\u5b78\u7fd2\u61c9\u7528\u3002\u5176\u529f\u80fd\u6db5\u84cb\u4e86<strong>\u96fb\u8166\u8996\u89ba\u3001\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u3001\u8868\u683c\u8cc7\u6599\u5206\u6790\u4ee5\u53ca\u5354\u540c\u904e\u6ffe\uff08\u63a8\u85a6\u7cfb\u7d71\uff09<\/strong>\u7b49\u4e3b\u8981AI\u61c9\u7528\u5834\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e3b\u8981\u529f\u80fd\u4eae\u9ede\u4e00\u89bd<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u529f\u80fd\u6a21\u7d44<\/th><th>\u7c21\u8981\u8aaa\u660e<\/th><th>\u76f8\u95dc\u9801\u9762<\/th><\/tr><tr><td><strong>\u96fb\u8166\u8996\u89ba<\/strong><\/td><td>\u63d0\u4f9b\u5f71\u50cf\u5206\u985e\u3001\u7269\u4ef6\u5075\u6e2c\u3001\u5206\u5272\u7b49\u4efb\u52d9\u7684\u5b8c\u6574\u8a13\u7df4\u3001\u63a8\u7406\u6d41\u7a0b\u3002<\/td><td><a href=\"https:\/\/docs.fast.ai\/tutorial.vision.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u8996\u89ba\u6559\u7a0b<\/a><\/td><\/tr><tr><td><strong>\u81ea\u7136\u8a9e\u8a00\u8655\u7406<\/strong><\/td><td>\u652f\u63f4\u6587\u672c\u5206\u985e\u3001\u8a9e\u8a00\u6a21\u578b\u3001\u60c5\u7dd2\u5206\u6790\u7b49NLP\u5e38\u898b\u4efb\u52d9\u3002<\/td><td><a href=\"https:\/\/docs.fast.ai\/tutorial.text.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u6587\u5b57\u6559\u7a0b<\/a><\/td><\/tr><tr><td><strong>\u8868\u683c\u8cc7\u6599\u5efa\u6a21<\/strong><\/td><td>\u5f37\u5927\u7684\u8868\u683c\u8cc7\u6599\u9810\u8655\u7406\u53ca\u8a13\u7df4\u5de5\u5177\uff0c\u9069\u5408\u91d1\u878d\u3001\u91ab\u7642\u7b49\u7522\u696d\u61c9\u7528\u3002<\/td><td><a href=\"https:\/\/docs.fast.ai\/tutorial.tabular.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u8868\u683c\u6559\u7a0b<\/a><\/td><\/tr><tr><td><strong>\u63a8\u85a6\u7cfb\u7d71\u5354\u540c\u904e\u6ffe<\/strong><\/td><td>\u63d0\u4f9b\u7c21\u660e\u7684\u63a8\u85a6\u7cfb\u7d71\u5efa\u6a21\u63a5\u53e3\uff0c\u53ef\u5feb\u901f\u5efa\u7acb\u500b\u4eba\u5316\u63a8\u85a6\u6a21\u578b\u3002<\/td><td><a href=\"https:\/\/docs.fast.ai\/tutorial.collab.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u63a8\u85a6\u6559\u5b78<\/a><\/td><\/tr><tr><td><strong>\u5206\u6563\u5f0f\u8207\u6df7\u5408\u7cbe\u5ea6\u8a13\u7df4<\/strong><\/td><td>\u652f\u63f4\u591aGPU\u5206\u6563\u5f0f\u8a13\u7df4\u8207\u6df7\u5408\u7cbe\u6e96\u5ea6\uff0c\u63d0\u5347\u6a21\u578b\u8a13\u7df4\u6548\u7387\u8207\u6548\u80fd\u3002<\/td><td><a href=\"https:\/\/docs.fast.ai\/distributed.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5206\u6563\u5f0f\u8a13\u7df4\u6559\u7a0b<\/a><\/td><\/tr><tr><td><strong>\u8cc7\u6599\u589e\u5f37\u8207\u9810\u8655\u7406<\/strong><\/td><td>\u63d0\u4f9b\u8c50\u5bcc\u7684\u8cc7\u6599\u589e\u5f37\u3001\u8cc7\u6599\u8f09\u5165\u548c\u9810\u8655\u7406API\uff0c\u63d0\u5347\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u3002<\/td><td><a href=\"https:\/\/docs.fast.ai\/tutorial.datablock.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u8cc7\u6599\u584aAPI<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>&gt; \u60f3\u4e86\u89e3\u66f4\u591a\u529f\u80fd\u8a73\u60c5\uff0c\u8acb\u8a2a\u554f <a href=\"https:\/\/docs.fast.ai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai\u5b98\u65b9\u6587\u6a94<\/a>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1763640714.jpg\" alt=\"fast.ai\u5feb\u901f\u4e0a\u624b\u6559\u5b78\u4ecb\u9762\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/docs.fast.ai\/quick_start.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai\u5feb\u901f\u4e0a\u624b\u6559\u5b78\u4ecb\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u53ea\u8981\u6578\u884c\u7a0b\u5f0f\u78bc\uff0c\u5b8c\u6210AI\u6a21\u578b\u8a13\u7df4<\/strong><\/h3>\n\n\n\n<p>fast.ai\u7684\u6838\u5fc3\u5b97\u65e8\u662f<strong>\u8b93AI\u8a13\u7df4\u8b8a\u5f97\u7c21\u55ae<\/strong>\u3002\u4f8b\u5982\uff0c\u5f71\u50cf\u5206\u985e\u4efb\u52d9\u50c5\u97005\u884c\u7a0b\u5f0f\u78bc\u5373\u53ef\u4e0a\u624b\u3002<\/p>\n\n\n\n<!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre class=\"wp-block-code\"><code>from fastai.vision.all import * path = untar_data(URLs.PETS) dls = ImageDataLoaders.from_name_re(path, get_image_files(path\/&quot;images&quot;), pat=r&quot;(.+)_d+.jpg&quot;, item_tfle_Reizes( metrics=error_rate) learn.fine_tune(1)\n<\/code><\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html-->\n\n\n\n<p>\u8a73\u7d30\u6559\u5b78\u898b<a href=\"https:\/\/docs.fast.ai\/quick_start.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Quick Start\u6587\u6a94<\/a>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">fast.ai\u7684\u50f9\u683c&amp; \u65b9\u6848<\/h2>\n\n\n\n<p>\u4f5c\u70ba\u4e00\u500b<strong>\u5b8c\u5168\u958b\u6e90\u4e14\u514d\u8cbb\u7684\u6df1\u5ea6\u5b78\u7fd2\u5de5\u5177\u5eab<\/strong>\uff0c<a href=\"https:\/\/www.fast.ai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai<\/a>\u4e0d\u6536\u53d6\u4efb\u4f55\u4f7f\u7528\u8cbb\u7528\uff0c\u540c\u6642\u4e5f\u63d0\u4f9b\u4e86\u8c50\u5bcc\u7684\u5b78\u7fd2\u8cc7\u6e90\u8207\u793e\u5340\u652f\u63f4\u3002\u7121\u8ad6\u662f\u500b\u4eba\u5b78\u7fd2\u3001\u5b78\u8853\u7814\u7a76\u6216\u4f01\u696d\u539f\u578b\u958b\u767c\uff0c\u4f7f\u7528\u8005\u90fd\u53ef\u4ee5\u81ea\u7531\u5b58\u53d6\u548c\u4f7f\u7528\u5176\u5168\u90e8\u529f\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u4f7f\u7528\u6a21\u5f0f<\/th><th>\u6536\u8cbb\u72c0\u6cc1<\/th><th>\u5099\u8a3b<\/th><\/tr><tr><td>\u958b\u6e90\u51fd\u5f0f\u5eab<\/td><td>\u5b8c\u5168\u514d\u8cbb<\/td><td>\u4efb\u4f55\u7528\u6236\u3001\u6a5f\u69cb\u7686\u53ef\u514d\u8cbb\u4f7f\u7528<\/td><\/tr><tr><td>\u5b98\u65b9\u8ab2\u7a0b<\/td><td>\u514d\u8cbb<\/td><td><a href=\"https:\/\/course.fast.ai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u7dda\u4e0a\u8ab2\u7a0b<\/a>\u7121\u9808\u8a3b\u518a\u3001\u652f\u4ed8<\/td><\/tr><tr><td>\u793e\u5340\u652f\u6301<\/td><td>\u514d\u8cbb<\/td><td>\u64c1\u6709\u5168\u7403\u6d3b\u8e8d\u958b\u767c\u8005\u793e\u5340<\/td><\/tr><tr><td>\u5c08\u696d\u66f8\u7c4d<\/td><td>\u9700\u55ae\u7368\u8cfc\u8cb7\uff08\u53ef\u9078\u9805\uff09<\/td><td>\u63a8\u85a6\u66f8\u7c4d\uff1a\u300aDeep Learning for Coders with fastai and PyTorch\u300b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0cfast.ai\u5b98\u65b9\u7a4d\u6975\u63a8\u85a6\u7528\u6236\u7d50\u5408Google Colab\u7b49\u96f2\u7aefGPU\u5e73\u53f0\uff0c0\u6210\u672c\u9ad4\u9a57\u5f37\u5927\u7684AI\u5efa\u6a21\u8207\u63a8\u7406\u6d41\u7a0b\u3002\u66f4\u8a73\u7d30\u7684\u5b89\u88dd\u65b9\u5f0f\u8acb\u898b<a href=\"https:\/\/docs.fast.ai\/#installing\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u4f7f\u7528\u6307\u5357<\/a>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1763640715.jpg\" alt=\"fast.ai\u514d\u8cbb\u5f71\u7247\u8ab2\u7a0b\u9801\u9762\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/course.fast.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai\u514d\u8cbb\u5f71\u7247\u8ab2\u7a0b\u9801\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5982\u4f55\u4f7f\u7528fast.ai<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u74b0\u5883\u90e8\u7f72\u65b9\u6cd5<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u85a6\u65b9\u6848\u4e00\uff1aGoogle Colab\uff08\u7121\u9700\u5b89\u88dd\uff0c\u5373\u958b\u5373\u7528\uff09<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a2a\u554f<a href=\"https:\/\/colab.research.google.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Google Colab<\/a>\uff0c\u65b0\u5efaPython 3\u7b46\u8a18\u672c\u3002<\/li>\n\n\n\n<li>\u5207\u63db\u904b\u884c\u6642\u8a2d\u5099\u70ba\u201cGPU\u201d\u3002<\/li>\n\n\n\n<li>\u5728\u7a0b\u5f0f\u78bc\u55ae\u5143\u57f7\u884c <code>!pip install fastai<\/code>\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u5b98\u65b9\u63d0\u4f9b\u7684\u4e92\u52d5\u7b46\u8a18\u672c\uff0c\u908a\u5b78\u908a\u7df4\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1920\" height=\"1027\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-411-3.jpg\" alt=\"Google Colab\" class=\"wp-image-72251\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/colab.research.google.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Google Colab<\/a><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u5efa\u8b70\u65b9\u6848\u4e8c\uff1a\u672c\u5730\u74b0\u5883\u5b89\u88dd<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\u5b89\u88dd<a href=\"https:\/\/pytorch.org\/get-started\/locally\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >PyTorch<\/a>\u3002<\/li>\n\n\n\n<li>\u900f\u904epip\u6216conda\u5b89\u88ddfastai\u5eab\uff1a<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1911\" height=\"1028\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-411-4.jpg\" alt=\"PyTorch\" class=\"wp-image-72252\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/pytorch.org\/get-started\/locally\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >PyTorch<\/a><\/figcaption><\/figure>\n\n\n\n<!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre class=\"wp-block-code\"><code>pip install fastai # \u6216conda install -c fastai -c pytorch fastai\n<\/code><\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html-->\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u85a6\u65b9\u6848\u4e09\uff1a\u6574\u5408\u5230Jupyter Notebooks<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u53ea\u9700\u5728Jupyter Notebook\u9996\u884c\u904b\u884c<code>import fastai<\/code>\uff0c\u5373\u53ef\u76f4\u63a5\u547c\u53eb\u6240\u6709API\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1913\" height=\"1031\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-411-5.jpg\" alt=\"\u5b98\u65b9\u5b89\u88dd\u6307\u5357\" class=\"wp-image-72257\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/docs.fast.ai\/#installing\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9\u5b89\u88dd\u6307\u5357<\/a><\/figcaption><\/figure>\n\n\n\n<p>&gt; \u8a73\u898b<a href=\"https:\/\/docs.fast.ai\/#installing\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9\u5b89\u88dd\u6307\u5357<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. \u5b78\u7fd2\u8207\u6848\u4f8b\u6559\u7a0b<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a8\u85a6\u521d\u5b78\u8005\u5f9e\u5b98\u65b9<a href=\"https:\/\/course.fast.ai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u514d\u8cbb\u8ab2\u7a0b<\/a>\u4e0e<a href=\"https:\/\/docs.fast.ai\/quick_start.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5feb\u901f\u4e0a\u624b\u6587\u6a94<\/a>\u5165\u9580\u3002<\/li>\n\n\n\n<li>\u5b98\u65b9\u6587\u4ef6\u548c\u6559\u5b78\u914d\u5957\u6e90\u78bc\u5747\u53ef\u5728<a href=\"https:\/\/github.com\/fastai\/fastai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub\u5009\u5eab<\/a>\u7372\u53d6\uff0c\u652f\u63f4\u4ea4\u4e92\u8abf\u8a66\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">fast.ai\u7684\u9069\u7528\u4eba\u7fa4<\/h2>\n\n\n\n<p><strong>fast.ai\u81f4\u529b\u65bc\u6253\u7834AI\u6280\u8853\u58c1\u58d8\uff0c\u8b93\u4e0b\u5217\u5404\u985e\u4eba\u7fa4\u90fd\u80fd\u8f15\u9b06\u638c\u63e1\u6df1\u5ea6\u5b78\u7fd2\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1918\" height=\"1028\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-411.png\" alt=\"GitHub\u5009\u5eab\" class=\"wp-image-72258\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/fastai\/fastai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub\u5009\u5eab<\/a><\/figcaption><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7a0b\u5f0f\u8a2d\u8a08\u521d\u5b78\u8005\u8207\u81ea\u5b78\u8005<\/strong><br>\u2013 \u5b98\u65b9\u8ab2\u7a0b\u5c0d\u7a0b\u5f0f\u8a2d\u8a08\u3001\u6578\u5b78\u80cc\u666f\u8981\u6c42\u975e\u5e38\u53cb\u5584\u3002<br>\u2013 \u8c50\u5bcc\u7684\u6848\u4f8b\u7a0b\u5f0f\u78bc\uff0c\u5e6b\u52a9\u5feb\u901f\u5165\u9580\u3002<\/li>\n\n\n\n<li><strong>\u5927\u5b78\u5b78\u751f\u8207\u6559\u80b2\u8005<\/strong><br>\u2013 \u53ef\u4f5c\u70baAI\u57fa\u790e\u8207\u9ad8\u968e\u6559\u5b78\u7684\u5be6\u8e10\u5e73\u53f0\u3002<br>\u2013 \u5b98\u65b9\u8ab2\u7a0b\u88ab\u5168\u7403\u5927\u5b78\u5ee3\u6cdb\u63a1\u7528\u3002<\/li>\n\n\n\n<li><strong>AI\u5de5\u7a0b\u5e2b\u8207\u8cc7\u6599\u79d1\u5b78\u5bb6<\/strong><br>\u2013 \u80fd\u9ad8\u6548\u539f\u578b\u958b\u767c\u3001\u5be6\u9a57\u65b0\u6f14\u7b97\u6cd5\u3002<br>\u2013 \u6613\u65bc\u6574\u5408\u5230\u73fe\u6709PyTorch\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u7814\u7a76\u8005\u8207\u958b\u6e90\u8ca2\u737b\u8005<\/strong><br>\u2013 \u4fbf\u65bc\u63a2\u7d22\u524d\u6cbf\u9818\u57df\u5be6\u9a57\u3002<br>\u2013 \u9f13\u52f5\u8ca2\u737b\u7a0b\u5f0f\u78bc\u548c\u6587\u4ef6\u6700\u4f73\u5316\u3002<\/li>\n\n\n\n<li><strong>\u4f01\u696d\u958b\u767c\u5718\u968a<\/strong><br>\u2013 \u9069\u7528\u65bc\u5feb\u901f\u5be6\u73feAI\u7522\u54c1MVP\u8a2d\u8a08\u8207\u8fed\u4ee3\u3002<br>\u2013 \u652f\u63f4\u4f3a\u670d\u5668\u3001\u96f2\u7aef\u548c\u672c\u6a5f\u90e8\u7f72\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u4f7f\u7528\u8005\u985e\u578b<\/th><th>\u4f7f\u7528fast.ai\u512a\u52e2<\/th><\/tr><tr><td>\u7a0b\u5f0f\u8a2d\u8a08\u65b0\u624b<\/td><td>\u7121\u9700\u6df1\u539aAI\/\u6578\u7406\u57fa\u790e\u5373\u53ef\u7406\u89e3\u8207\u5be6\u8e10<\/td><\/tr><tr><td>\u5b78\u751f\/\u6559\u5e2b<\/td><td>\u8c50\u5bcc\u6559\u80b2\u6848\u4f8b\uff0c\u9069\u5408\u8ab2\u5802\u6559\u5b78\u8207\u5c08\u6848\u5be6\u8e10<\/td><\/tr><tr><td>\u5c08\u696d\u5de5\u7a0b\u5e2b<\/td><td>\u652f\u63f4\u8907\u96dc\u5ba2\u88fd\u5316\u548c\u5de5\u696d\u7d1a\u90e8\u7f72\uff0c\u964d\u4f4e\u7814\u767c\u9580\u6abb<\/td><\/tr><tr><td>\u4f01\u696d\/\u5275\u696d\u5718\u968a<\/td><td>\u52a0\u901f\u539f\u578b\u958b\u767c\u8207\u5275\u65b0\u7522\u54c1\u843d\u5730<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>&gt; \u6b32\u4e86\u89e3\u5176\u6559\u80b2\u5f71\u97ff\u529b\u53ca\u793e\u5340\u751f\u614b\uff0c\u53ef\u700f\u89bd<a href=\"https:\/\/www.fast.ai\/about.html#fast.ai-in-the-news\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai\u5728\u65b0\u805e\u5831\u9053<\/a>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/my_prefix_1763640717.jpg\" alt=\"fast.ai\u65b0\u805e\u5a92\u9ad4\u5831\u9053\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/www.fast.ai\/about.html#fast.ai-in-the-news\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai\u65b0\u805e\u5a92\u9ad4\u5831\u9053<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">fast.ai\u793e\u5340\u8207\u5b78\u7fd2\u8cc7\u6e90<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b98\u65b9\u5b78\u7fd2\u8cc7\u6e90<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/course.fast.ai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u514d\u8cbb\u7dda\u4e0a\u8ab2\u7a0b\uff08\u82f1\u6587\uff0c\u90e8\u5206\u6709\u4e2d\u6587\u7ffb\u8b6f\uff09<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.amazon.com\/Deep-Learning-Coders-fastai-PyTorch\/dp\/1492045527\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u914d\u5957\u6559\u79d1\u66f8<\/a>\uff1aDeep Learning for Coders with fastai and PyTorch<\/li>\n\n\n\n<li><a href=\"https:\/\/docs.fast.ai\/tutorial.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9\u6559\u5b78\u7d22\u5f15<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6d3b\u8e8d\u7684\u958b\u767c\u8005\u793e\u7fa4<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/forums.fast.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9\u8ad6\u58c7<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/fastai\/fastai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >GitHub\u7a0b\u5f0f\u78bc\u8ca2\u737b\u8207\u8a0e\u8ad6\u5340<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/twitter.com\/fastdotai\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u63a8\u7279\u5e33\u865f@fastdotai<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6848\u4f8b\u5206\u4eab\u8207\u5a92\u9ad4\u5831\u9053<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>fast.ai\u66fe\u88ab\u300aThe Economist\u300b\u3001\u300aNew York Times\u300b\u3001\u300aMIT Tech Review\u300b\u7b49\u591a\u5bb6\u570b\u969b\u5a92\u9ad4\u91cd\u9ede\u5831\u9053\uff0c\u5f70\u986f\u5176\u5728AI\u9818\u57df\u7684\u5f71\u97ff\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1026\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-412.jpg\" alt=\"fast.ai About\u9801\u9762\" class=\"wp-image-72261\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.fast.ai\/about.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai About\u9801\u9762<\/a><\/figcaption><\/figure>\n\n\n\n<p>&gt; \u66f4\u591a\u5b98\u65b9\u53ca\u793e\u5340\u8cc7\u6e90\u8a73\u898b<a href=\"https:\/\/www.fast.ai\/about.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai About\u9801\u9762<\/a>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u898b\u554f\u984c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">fast.ai\u652f\u63f4\u54ea\u4e9bAI\u4efb\u52d9\u9818\u57df\uff1f<\/h3>\n\n\n\n<p><strong>fast.ai<\/strong>\u4e3b\u8981\u652f\u63f4\u4ee5\u4e0b\u56db\u500b\u9818\u57df\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u96fb\u8166\u8996\u89ba\uff08\u5f71\u50cf\u5206\u985e\u3001\u5206\u5272\u7b49\uff09<\/li>\n\n\n\n<li>\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff08\u6587\u672c\u5206\u985e\u3001\u60c5\u7dd2\u5206\u6790\u7b49\uff09<\/li>\n\n\n\n<li>\u8868\u683c\u8cc7\u6599\u5efa\u6a21\uff08\u9280\u884c\u3001\u91ab\u7642\u7522\u696d\u5834\u666f\uff09<\/li>\n\n\n\n<li>\u5354\u540c\u904e\u6ffe\u8207\u63a8\u85a6\u7cfb\u7d71<\/li>\n<\/ul>\n\n\n\n<p>\u5177\u9ad4\u61c9\u7528\u8acb\u53c3\u898b<a href=\"https:\/\/docs.fast.ai\/tutorial.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9\u6559\u5b78\u9801\u9762<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">fast.ai\u548cPyTorch\u7684\u95dc\u4fc2\u662f\u4ec0\u9ebc\uff1f<\/h3>\n\n\n\n<p><strong>fast.ai<\/strong>\u662f\u5efa\u7acb\u5728PyTorch\u4e4b\u4e0a\u7684\u9ad8\u968e\u6df1\u5ea6\u5b78\u7fd2\u51fd\u5f0f\u5eab\uff0c\u63a1\u7528\u300c\u9ad8\u968eAPI+\u5e95\u5c64\u53ef\u64f4\u5145\u300d\u7684\u67b6\u69cb\u8a2d\u8a08\u3002\u7528\u6236\u53ef\u5728\u4fdd\u7559PyTorch\u5f48\u6027\u7684\u540c\u6642\uff0c\u5927\u5e45\u63d0\u5347\u958b\u767c\u6548\u7387\u3002<br>fast.ai\u540c\u6a23\u9069\u7528\u65bcKaggle\u7af6\u8cfd\u3001\u5b78\u8853\u79d1\u5b78\u7814\u7a76\u53ca\u751f\u7522\u90e8\u7f72\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1908\" height=\"1024\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/11\/image-412.png\" alt=\"fast.ai\u793e\u7fa4\u8ad6\u58c7\" class=\"wp-image-72262\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/forums.fast.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai\u793e\u7fa4\u8ad6\u58c7<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">fast.ai\u6709\u54ea\u4e9b\u5b78\u7fd2\u652f\u63f4\u548c\u793e\u5340\u6d3b\u52d5\uff1f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u4f9b\u5b8c\u6574\u7684\u514d\u8cbb\u8ab2\u7a0b\u548c\u914d\u5957\u6559\u6750\u3002<\/li>\n\n\n\n<li>\u64c1\u6709\u5168\u7403\u6d3b\u8e8d\u7684\u958b\u6e90\u793e\u7fa4\u8207\u6280\u8853\u8ad6\u58c7\u3002<\/li>\n\n\n\n<li>\u6709\u8a73\u7d30\u6587\u4ef6\u3001\u7bc4\u4f8b\u548cFAQ\uff0c\u652f\u63f4\u81ea\u52a9\u5b78\u7fd2\u8207\u554f\u984c\u7b54\u7591\u3002<\/li>\n\n\n\n<li>\u9f13\u52f5\u4f7f\u7528\u8005\u8ca2\u737b\u7a0b\u5f0f\u78bc\u8207\u6587\u6a94\uff0c\u63a8\u52d5AI\u6280\u8853\u666e\u53ca\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u66f4\u591a\u793e\u5340\u6d3b\u52d5\u548c\u652f\u6301\u53ef\u898b<a href=\"https:\/\/forums.fast.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >fast.ai\u793e\u7fa4\u8ad6\u58c7<\/a>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>fast.ai\u4e0d\u53ea\u662f\u4e00\u500bAI\u5de5\u5177\u5eab\uff0c\u66f4\u4ee5\u958b\u6e90\u3001\u514d\u8cbb\u3001\u6613\u7528\u7684\u7406\u5ff5\u63a8\u52d5\u4eba\u5de5\u667a\u6167\u77e5\u8b58\u6c11\u4e3b\u5316\u2014\u2014\u8b93\u6bcf\u4e00\u4f4d\u6e34\u671b\u5b78\u7fd2\u6df1\u5ea6\u5b78\u7fd2\u7684\u4eba\uff0c\u90fd\u80fd\u8de8\u8d8a\u9580\u6abb\uff0c\u63a2\u7d22\u524d\u6cbf\uff0c\u5be6\u73fe\u5275\u65b0\u3002<\/strong>\u96a8\u8457fast.ai\u548c\u5176\u5168\u7403\u793e\u5340\u7684\u767c\u5c55\uff0c<strong>AI\u5b78\u7fd2\u8b8a\u5f97\u524d\u6240\u672a\u6709\u7684\u9ad8\u6548\u7387\u8207\u7121\u58c1\u58d8<\/strong>\u3002\u60f3\u8981\u6210\u70baAI\u6642\u4ee3\u7684\u9818\u5c0e\u8005\uff1f\u6216\u8a31\uff0c\u9019\u6b63\u662f\u4f60\u7684\u8d77\u9ede\uff01<\/p>\n\n\n\n<p>\uff08\u672c\u5e73\u53f0\u5c6c\u65bc <strong>AI\u5beb\u4f5c\u5de5\u5177<\/strong> \u9818\u57df\uff0c\u70baAI\u5b78\u7fd2\u3001\u5efa\u6a21\u548c\u539f\u578b\u958b\u767c\u63d0\u4f9b\u6975\u5927\u4fbf\u6377\u3002 \uff09<\/p>","protected":false},"author":3,"comment_status":"open","ping_status":"closed","template":"","meta":{"_crsspst_to_aicatswiki":true,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"content_visibility":[262],"sitetag":[17,1763,1762],"favorites":[576],"class_list":{"0":"post-71896","1":"sites","2":"type-sites","3":"status-publish","4":"hentry","5":"sitetag-ai","8":"favorites-websites-to-learn-ai"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sites\/71896","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sites"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/sites"}],"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=71896"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sites\/71896\/revisions"}],"predecessor-version":[{"id":72267,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sites\/71896\/revisions\/72267"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=71896"}],"wp:term":[{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=71896"},{"taxonomy":"sitetag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sitetag?post=71896"},{"taxonomy":"favorites","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/favorites?post=71896"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}