{"id":28835,"date":"2025-08-14T12:01:57","date_gmt":"2025-08-14T04:01:57","guid":{"rendered":"https:\/\/aicats.wiki\/?p=28835"},"modified":"2025-08-14T12:02:11","modified_gmt":"2025-08-14T04:02:11","slug":"transfer-learning-%e5%85%a5%e9%96%80%e5%bf%85%e7%9c%8b%ef%bc%9a%e6%96%b0%e6%89%8b%e5%a6%82%e4%bd%95%e5%bf%ab%e9%80%9f%e7%94%a8%e9%81%b7%e7%a7%bb%e5%ad%b8%e7%bf%92%e5%84%aa%e5%8c%96ai%e6%a8%a1%e5%9e%8b","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/08\/14\/28835-html","title":{"rendered":"transfer learning \u5165\u9580\u5fc5\u770b\uff1a\u65b0\u624b\u5982\u4f55\u5feb\u901f\u7528\u9077\u79fb\u5b78\u7fd2\u512a\u5316AI\u6a21\u578b\u8868\u73fe\uff1f"},"content":{"rendered":"<p><strong>\u9077\u79fb\u5b78\u7fd2\uff08transfer learning\uff09<\/strong>\u6b63\u5728\u6539\u8b8a<a href=\"https:\/\/aicats.wiki\/tw\/sites\/20475-html\/\" title=\"LOBE\">AI\u958b\u767c\u65b9\u5f0f<\/a>\uff0c<strong>\u65b0\u624b\u5229\u7528\u9077\u79fb\u5b78\u7fd2\u53ef\u7bc0\u7701\u8cc7\u6599\u8cc7\u6e90\u3001\u52a0\u901f\u539f\u578b\u8fed\u4ee3<\/strong>\uff0c\u5373\u4fbf\u50c5\u6709\u5c11\u91cf\u6a23\u672c\u4e5f\u80fd\u512a\u5316\u6a21\u578b\u6548\u679c\u3002\u6587\u7ae0\u8a73\u7d30\u4ecb\u7d39\u9077\u79fb\u5b78\u7fd2\u57fa\u790e\u3001\u4e3b\u6d41\u65b9\u6cd5\u3001\u5be6\u8e10\u6d41\u7a0b\u8207\u5de5\u5177\u5e73\u53f0\uff0c\u8f14\u4ee5\u8ff7\u601d\u89e3\u6790\u3001\u5e38\u898bQ&amp;A\u8207\u672a\u4f86\u5c55\u671b\uff0c\u5354\u52a9<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u521d\u5b78\u80050\u52301\u638c\u63e1\u9077\u79fb\u5b78\u7fd2\u7406\u8ad6\u8207\u5be6\u6230\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1600\" height=\"924\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-458.png\" alt=\"transfer learning \u5165\u9580\u5fc5\u770b\uff1a\u65b0\u624b\u5982\u4f55\u5feb\u901f\u7528\u9077\u79fb\u5b78\u7fd2\u512a\u5316AI\u6a21\u578b\u8868\u73fe\uff1f\" class=\"wp-image-29004\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u9077\u79fb\u5b78\u7fd2\uff08Transfer Learning\uff09\u70ba\u4f55\u6210\u70baAI\u9818\u57df\u65b0\u5bf5\u5152\uff1f<\/h2>\n\n\n\n<p>\u96a8\u8457<strong>\u4eba\u5de5\u667a\u6167(AI)\u6a21\u578b\u898f\u6a21\u65e5\u76ca\u9f90\u5927\uff0c\u6578\u64da\u548c\u904b\u7b97\u6210\u672c\u4e0d\u65b7\u6500\u5347<\/strong>\uff0c\u8b93AI\u958b\u767c\u8b8a\u5f97\u8d8a\u4f86\u8d8a\u4f9d\u8cf4\u8cc7\u6e90\u3002<strong>\u9077\u79fb\u5b78\u7fd2\uff08Transfer Learning\uff09<\/strong>\u4ee5\u5176\u300c\u7ad9\u5728\u5de8\u4eba\u80a9\u8180\u4e0a\u300d\u7684\u601d\u8def\uff0c\u900f\u904e\u5fa9\u7528\u5df2\u6709\u6a21\u578b\u77e5\u8b58\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u65b0\u4efb\u52d9\u4e0b\u958b\u767c\u96e3\u5ea6\u3002\u672c\u7bc7\u5c07\u5168\u9762\u63ed\u79d8<strong>\u65b0\u624b\u5c0f\u767d\u5982\u4f55\u5feb\u901f\u7528\u9077\u79fb\u5b78\u7fd2\u512a\u5316AI\u6a21\u578b\u8868\u73fe<\/strong>\uff0c\u52a9\u529b\u4f60\u7684AI\u5be6\u8e10\u4e4b\u8def\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u9077\u79fb\u5b78\u7fd2\u57fa\u790e\u79d1\u666e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ec0\u9ebc\u662f\u9077\u79fb\u5b78\u7fd2\uff1f<\/h3>\n\n\n\n<p><strong>\u9077\u79fb\u5b78\u7fd2\uff08Transfer Learning\uff09<\/strong>\u6307\u5c07\u91dd\u5c0d\u67d0\u4e00\u4efb\u52d9\u6216\u8cc7\u6599\u96c6\u5df2\u8a13\u7df4\u597d\u7684\u6a21\u578b\u53c3\u6578\u548c\u77e5\u8b58\uff0c\u9077\u79fb\u3001\u61c9\u7528\u5230\u65b0\u4efb\u52d9\u4e0a\uff0c\u5f9e\u800c\u52a0\u5feb\u65b0\u6a21\u578b\u7684\u8a13\u7df4\u3001\u6e1b\u5c11\u8cc7\u6599\u9700\u6c42\u4e26\u63d0\u5347\u8868\u73fe\u3002\u4f8b\u5982\u5229\u7528ImageNet\u4e0a\u8a13\u7df4\u7684ResNet\uff0c\u8f15\u9b06\u61c9\u7528\u5728\u91ab\u5b78\u5f71\u50cf\u7b49\u5c0f\u8cc7\u6599\u5834\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u8981\u7528\u9077\u79fb\u5b78\u7fd2\uff1f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u986f\u8457\u7bc0\u7701\u6578\u64da\u8207\u904b\u7b97\u8cc7\u6e90<\/strong>\uff08\u7121\u9700\u81ea\u8a13\u7df4\u5927\u6a21\u578b\uff09<\/li>\n\n\n\n<li><strong>\u66f4\u5feb\u8fed\u4ee3\u7522\u54c1\u539f\u578b<\/strong>\uff0c\u7e2e\u77ed\u7814\u767c\u9031\u671f<\/li>\n\n\n\n<li><strong>\u5c0f\u6578\u64da\u96c6\u8868\u73fe\u512a\u79c0<\/strong>\uff0c\u9069\u5408\u51b7\u9580\u6216\u8cc7\u6599\u7a00\u7f3a\u4efb\u52d9<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u7522\u696d\u4e3b\u6d41\u9077\u79fb\u5b78\u7fd2\u5834\u666f<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5178\u578b\u9805\u76ee<\/th><th>\u76ca\u8655<\/th><th>\u9069\u5408\u4eba\u7fa4<\/th><\/tr><tr><td>\u5f71\u50cf\u5206\u985e<\/td><td>\u5fa9\u7528\u5927\u6a21\u578b\u7279\u5fb5<\/td><td>\u8cc7\u6599\u5de5\u7a0b\u5e2b\u3001\u958b\u767c\u8005<\/td><\/tr><tr><td>\u6587\u672c\u60c5\u7dd2\u5206\u6790<\/td><td>\u5fae\u8abfNLP\u5927\u6a21\u578b<\/td><td>\u5167\u5bb9\u5be9\u6838\u3001\u7522\u54c1\u521d\u5b78\u8005<\/td><\/tr><tr><td>\u8072\u97f3\/\u8996\u8a0a\u8b58\u5225<\/td><td>\u8de8\u6a21\u614b\u9077\u79fb<\/td><td>\u5a92\u9ad4AI\u5de5\u7a0b\u5e2b\u3001\u65b0\u5a92\u9ad4\u4eba<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1600\" height=\"924\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-459.jpg\" alt=\"\u9077\u79fb\u5b78\u7fd2\u539f\u7406\" class=\"wp-image-29009\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/blog.csdn.net\/dakenz\/article\/details\/85954548\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u9077\u79fb\u5b78\u7fd2\u539f\u7406<\/a><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u9077\u79fb\u5b78\u7fd2\u4e3b\u8981\u65b9\u6cd5\u53ca\u65b0\u624b\u5be6\u73fe\u6d41\u7a0b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u9077\u79fb\u5b78\u7fd2\u7684\u4e3b\u6d41\u6280\u8853\u8def\u7dda<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u5fae\u8abf\uff08Fine-tuning\uff09<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u7fa9<\/strong>\uff1a\u4fdd\u7559\u9810\u8a13\u7df4\u5927\u90e8\u5206\u6b0a\u91cd\uff0c\u50c5\u8f38\u51fa\u982d\u7b49\u90e8\u5206\u53c3\u6578\u8a13\u7df4\u3002<\/li>\n\n\n\n<li><strong>\u61c9\u7528<\/strong>\uff1a\u5982\u5c07ResNet\u61c9\u7528\u65bc\u65b0\u91ab\u7642\u5834\u666f\u3002<\/li>\n\n\n\n<li><strong>\u64cd\u4f5c\u6613\u5ea6<\/strong>\uff1aPyTorch\u3001TensorFlow\u5df2\u6574\u5408API\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u7279\u5fb5\u63d0\u53d6\uff08Feature Extraction\uff09<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5b9a\u7fa9<\/strong>\uff1a<strong>\u51cd\u7d50<\/strong>\u7d55\u5927\u591a\u6578\u5c64\uff0c\u50c5\u64f7\u53d6\u8f38\u51fa\u7279\u5fb5\uff0c\u4ee5SVM\u7b49\u5b8c\u6210\u5206\u985e\u3002<\/li>\n\n\n\n<li><strong>\u9069\u5408\u6578\u64da\u6975\u5c0f\u6216\u7b97\u529b\u6709\u9650\u5834\u666f<\/strong><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u9077\u79fb\u5b78\u7fd2\u6846\u67b6\u6bd4\u8f03\u53ca\u63a8\u85a6<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6a21\u578b\/\u5e73\u53f0<\/th><th>\u9077\u79fb\u65b9\u5f0f<\/th><th>\u793e\u5340\u6210\u719f\u5ea6\/\u63a8\u85a6<\/th><th>\u5b98\u65b9\u5165\u53e3<\/th><\/tr><tr><td>TensorFlow\/Keras<\/td><td>\u7279\u5fb5\u63d0\u53d6\/\u5fae\u8abf<\/td><td>API\u53cb\u597d\u3001\u6848\u4f8b\u591a<\/td><td><a href=\"https:\/\/www.tensorflow.org\/tutorials\/transfer_learning\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9\u6559\u7a0b<\/a><\/td><\/tr><tr><td>PyTorch<\/td><td>\u7279\u5fb5\u63d0\u53d6\/\u5fae\u8abf<\/td><td>\u9069\u5408\u5be6\u9a57<\/td><td><a href=\"https:\/\/pytorch.org\/tutorials\/beginner\/transfer_learning_tutorial.html\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9\u6587\u6a94<\/a><\/td><\/tr><tr><td>HuggingFace<\/td><td>\u5fae\u8abfNLP<\/td><td>\u6574\u5408BERT\/GPT<\/td><td><a href=\"https:\/\/huggingface.co\/models\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u6a21\u578b\u5eab<\/a><\/td><\/tr><tr><td>Teachable Machine<\/td><td>\u8996\u89ba\u5316\u9077\u79fb\u5b78\u7fd2<\/td><td>\u5168\u7a0b\u96f6\u78bc<\/td><td><a href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u9ede\u64ca\u9ad4\u9a57<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1755119189.png\" alt=\"\u9810\u8a13\u7df4\u6a21\u578b\u61c9\u7528\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u9810\u8a13\u7df4\u6a21\u5f0f\u61c9\u7528<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u9077\u79fb\u5b78\u7fd2\u64cd\u4f5c\u6d41\u7a0b\uff08\u65b0\u624b\u7248\u5168\u6d41\u7a0b\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u9078\u64c7\u5408\u9069\u7684\u9810\u8a13\u7df4\u6a21\u578b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f71\u50cf\uff1aResNet\u3001MobileNet\u3001EfficientNet<\/li>\n\n\n\n<li>NLP\uff1aBERT\u3001GPT-2\u7b49<\/li>\n\n\n\n<li>\u8072\u97f3\uff1aVGGish<\/li>\n\n\n\n<li>\u516c\u958b\u5eab\uff1a<a href=\"https:\/\/www.tensorflow.org\/hub?hl=zh-cn\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >TensorFlow Hub<\/a>\u3001<a href=\"https:\/\/huggingface.co\/models\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Huggingface<\/a><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u6e96\u5099\u76ee\u6a19\u4efb\u52d9\u5c0f\u8cc7\u6599\u96c6<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u985e\u578b\u8207\u7d50\u69cb\u6700\u597d\u5c0d\u6a19\u9810\u8a13\u7df4\u6578\u64da<\/li>\n\n\n\n<li>30~200\u500b\u6a23\u672c\u5373\u53ef\u5be6\u9a57<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u5efa\u69cb\u9077\u79fb\u5b78\u7fd2\u6d41\u7a0b<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f09\u5165\u6a21\u578b\uff0c<strong>\u51cd\u7d50\/\u89e3\u51cd\u90e8\u5206\u5c64<\/strong><\/li>\n\n\n\n<li>\u65b0\u52a0Softmax\u7b49\u8f38\u51fa\u5c64<\/li>\n\n\n\n<li>\u8a2d\u5b9a\u5b78\u7fd2\u7387\u3001\u8a13\u7df4\u6b21\u6578<\/li>\n\n\n\n<li>\u8a13\u7df4\u8207\u8a55\u4f30<\/li>\n<\/ul>\n\n\n\n<!--wp-compress-html--><!--wp-compress-html no compression-->\n<pre class=\"wp-block-code\"><code>from tensorflow.keras.applications import MobileNetV2 from tensorflow.keras.layers import Dense, GlobalAveragePooling2D from tensorflow.keras.models import Model base_model = MobileNetV2(weights=&#039;imageage&#039;, include_top_model = MobileNetV2(weights=&#039;imagedel&#039;, include_top=False) x GlobalAveragePooling2D()(x) predictions = Dense(num_classes, activation=&#039;softmax&#039;)(x) model = Model(inputs=base_model.input, outputs=predictions) for layer in base_model.layers: layer.trainable loss=&#039;categorical_crossentropy&#039;, metrics=[&#039;accuracy&#039;])\n<\/code><\/pre>\n<!--wp-compress-html no compression--><!--wp-compress-html-->\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1600\" height=\"924\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-459-1.jpg\" alt=\"TensorFlow Hub\u6a21\u578b\u793e\u5340\" class=\"wp-image-29012\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.tensorflow.org\/hub?hl=zh-cn\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >TensorFlow Hub\u6a21\u578b\u793e\u5340<\/a><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u5fae\u8abf\u4e26\u6301\u7e8c\u6700\u4f73\u5316<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9010\u6b65\u89e3\u51cd\u66f4\u591a\u5c64\uff0c\u89c0\u6e2c\u6cdb\u5316\u8207\u7cbe\u5ea6<\/li>\n\n\n\n<li>\u5617\u8a66\u4e0d\u540c\u9810\u8a13\u7df4\u6a21\u578b<\/li>\n\n\n\n<li>\u5584\u7528\u5b78\u7fd2\u7387\u56de\u8abf\u3001\u81ea\u52d5\u8abf\u53c3<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u512a\u8cea\u9077\u79fb\u5b78\u7fd2\u76f8\u95dcAI\u5de5\u5177\u63a8\u85a6<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u5de5\u5177\u540d\u7a31<\/th><th>\u652f\u63f4\u5834\u666f<\/th><th>\u7279\u8272<\/th><th>\u96e3\u5ea6<\/th><th>\u9023\u7d50<\/th><\/tr><tr><td>Teachable Machine<\/td><td>\u5f71\u50cf\/\u97f3\u8a0a\/\u59ff\u614b<\/td><td>\u7db2\u9801\u5316\u3001\u96f6\u4ee3\u78bc<\/td><td>\u6975\u4f4e<\/td><td><a href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u7db2<\/a><\/td><\/tr><tr><td>TensorFlow Hub<\/td><td>\u5f71\u50cf\/NLP\/\u97f3\u8a0a<\/td><td>\u9810\u8a13\u7df4\u6a21\u578b\u8c50\u5bcc<\/td><td>\u4e2d\u7b49<\/td><td><a href=\"https:\/\/tfhub.dev\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5165\u53e3<\/a><\/td><\/tr><tr><td>Amazon SageMaker Jumpstart<\/td><td>\u5f71\u50cf\/NLP\/\u591a\u6a21\u614b<\/td><td>\u96f2\u7aef\u90e8\u7f72\u3001\u64cd\u4f5c\u7c21<\/td><td>\u4f4e<\/td><td><a href=\"https:\/\/aws.amazon.com\/sagemaker\/jumpstart\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u4ecb\u7d39<\/a><\/td><\/tr><tr><td>HuggingFace Transformers<\/td><td>NLP\u70ba\u4e3b<\/td><td>\u958b\u6e90\u5927\u6a21\u578b\u8c50\u5bcc<\/td><td>\u4e2d\u9ad8<\/td><td><a href=\"https:\/\/huggingface.co\/models\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u6a21\u578b<\/a><\/td><\/tr><tr><td>Google Colab<\/td><td>\u4e00\u822c<\/td><td>\u514d\u8cbb\u96f2\u7aefGPU<\/td><td>\u4f4e<\/td><td><a href=\"https:\/\/colab.research.google.com\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5165\u53e3<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u9077\u79fb\u5b78\u7fd2\u5be6\u52d9\u6280\u5de7&amp;\u5e38\u898b\u8ff7\u601d\u89e3\u8b80<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u65b0\u624b\u5982\u4f55\u907f\u514d\u8e29\u96f7\uff1f\u9077\u79fb\u5b78\u7fd2\u6613\u932f\u9ede\u76e4\u9ede<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5168\u51cd\/\u5168\u89e3\u51cd\u5c64\u8aa4\u5340<\/strong>\uff1a\u5168\u51cd\u6a21\u578b\u9069\u61c9\u529b\u5dee\uff0c<strong>\u5efa\u8b70\u9010\u6b65\u89e3\u51cd\u4e26\u505a\u9a57\u8b49<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u5ffd\u7565\u8f38\u5165\u8cc7\u6599\u6b78\u4e00\u5316<\/strong>\uff1a\u9810\u8a13\u7df4\u6a21\u578b\u5927\u90fd\u6709\u5c08\u5c6c\u6b78\u4e00\u5316\u65b9\u5f0f\uff0c\u5c0d\u932f\u8aa4\u8f38\u5165\u5c0e\u81f4\u6548\u679c\u7570\u5e38\u3002<\/li>\n\n\n\n<li><strong>\u6a19\u7c64\u985e\u5225\u8207\u8f38\u51fa\u5c64\u6578\u4e0d\u7b26<\/strong>\uff1a\u9808\u5b8c\u5168\u5c0d\u61c9\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u592a\u5927\u90e8\u7f72\u5361\u9813<\/strong>\uff1a\u7d42\u7aef\u5834\u666f\u512a\u5148\u9078\u8f15\u91cf\u7d1a\u9810\u8a13\u7df4\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u9077\u79fb\u5b78\u7fd2\u65b0\u624b\u5e38\u898b\u7591\u554fQ&amp;A<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u71b1\u9580\u554f\u984c<\/th><th>\u7b54\u6848\u8981\u9ede<\/th><\/tr><tr><td>\u5c11\u6a23\u672c\u80fd\u7528\u9077\u79fb\u5b78\u7fd2\u55ce\uff1f<\/td><td>\u9069\u5408\uff01 30-100\u6a23\u672c\u4e5f\u6709\u512a\u52e2<\/td><\/tr><tr><td>\u6587\u5b57\u3001\u97f3\u8a0a\u80fd\u9077\u79fb\u55ce\uff1f<\/td><td>BERT\/wav2vec\u7b49\u7686\u652f\u6301<\/td><\/tr><tr><td>\u54ea\u4e9b\u4efb\u52d9\u4e0d\u9069\u5408\u9077\u79fb\u5b78\u7fd2\uff1f<\/td><td>\u5b8c\u5168\u7121\u95dc\u7684\u7570\u8cea\u65b0\u4efb\u52d9\u4e0d\u9069\u5408<\/td><\/tr><tr><td>\u50b3\u7d71ML\u80fd\u505a\u9077\u79fb\u55ce\uff1f<\/td><td>\u90e8\u5206\u652f\u63f4\u5982SVM\u7dda\u6027\u7279\u5fb5\u9077\u79fb<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1755119194.png\" alt=\"Teachable Machine\u5e73\u53f0\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0fTeachable Machine\u5e73\u53f0<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u9077\u79fb\u5b78\u7fd2\u672a\u4f86\u8da8\u52e2\u8207\u9ad8\u968e\u61c9\u7528\u5c55\u671b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u591a\u6a21\u614b\u8207\u5927\u6a21\u578b\u6642\u4ee3\u7684\u65b0\u6a5f\u9047<\/h3>\n\n\n\n<p>\u96a8\u8457<strong>\u5927\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u548c\u591a\u6a21\u614b\u6a21\u578b<\/strong>\u7684\u666e\u53ca\uff0c<strong>\u9077\u79fb\u5b78\u7fd2\u6210\u70baAI\u6a19\u914d<\/strong>\uff0c\u652f\u6301\u5c11\u6a23\u672c\u5fae\u8abf\uff0c\u5354\u52a9\u62d3\u5c55\u66f4\u591a\u5834\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u696d\u754c\u5c08\u7528\u7684\u9077\u79fb\u5be6\u8e10<\/h3>\n\n\n\n<p>\u91ab\u5b78\u3001\u8fb2\u696d\u3001\u91d1\u878d\u7b49\u9818\u57df\uff0c\u5229\u7528\u9077\u79fb+\u5927\u6a21\u578b\u601d\u8def\uff0c<strong>\u7528\u6975\u5c0f\u6a23\u672c\u5efa\u7acb\u9ad8\u53ef\u7528\u6a21\u578b<\/strong>\u3002\u96f2\u7aef\u5e73\u53f0\u7d1b\u7d1b\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u9077\u79fb\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u7121\u8ad6\u4f60\u662fAI\u65b0\u624b\u6216\u8cc7\u6df1\u5de5\u7a0b\u5e2b\uff0c<strong>\u9077\u79fb\u5b78\u7fd2\uff08transfer learning\uff09\u90fd\u5728\u91cd\u5851AI\u958b\u767c\u7bc4\u5f0f<\/strong>\u3002\u73fe\u5728\u5c31\u52d5\u624b\uff0c\u9078\u4e00\u6b3e\u9077\u79fb\u5b78\u7fd2\u5de5\u5177\uff0c\u958b\u555f\u4f60\u7684\u81ea\u8a02AI\u4e4b\u8def\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>\u8fc1\u79fb\u5b66\u4e60\uff08transfer learning\uff09\u6b63\u5728\u6539\u53d8AI\u5f00\u53d1\u65b9\u5f0f\uff0c\u65b0\u624b\u5229\u7528\u8fc1\u79fb\u5b66\u4e60\u53ef\u8282\u7701\u6570\u636e\u8d44\u6e90\u3001\u52a0\u901f\u539f\u578b\u8fed [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","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":[317,318],"tags":[247,958,364,957],"content_visibility":[262],"class_list":["post-28835","post","type-post","status-publish","format-standard","hentry","category-ai-primers-tutorials","category-beginners-guides","tag-ai"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/28835","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=28835"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/28835\/revisions"}],"predecessor-version":[{"id":29015,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/28835\/revisions\/29015"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=28835"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=28835"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=28835"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=28835"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}