{"id":6076,"date":"2024-05-29T16:21:04","date_gmt":"2024-05-29T08:21:04","guid":{"rendered":"https:\/\/t.n-years.com\/?p=6076"},"modified":"2024-05-29T16:21:04","modified_gmt":"2024-05-29T08:21:04","slug":"%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e3%80%81%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e3%80%81nlp-%e4%bb%bb%e5%8a%a1%e5%88%86%e7%b1%bb","status":"publish","type":"post","link":"https:\/\/t.n-years.com\/?p=6076","title":{"rendered":"\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u3001NLP \u4efb\u52a1\u5206\u7c7b"},"content":{"rendered":"\n<p>\u5f53\u7136\u53ef\u4ee5\u3002\u4ee5\u4e0b\u662f\u5c06\u4e0a\u8ff0\u4fe1\u606f\u8f6c\u6362\u4e3a\u8868\u683c\u7684\u5c55\u793a\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u5206\u7c7b<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u7c7b\u522b<\/th><th>\u4efb\u52a1\u7c7b\u578b<\/th><th>\u63cf\u8ff0<\/th><th>\u793a\u4f8b<\/th><th>\u5e38\u7528\u7b97\u6cd5<\/th><\/tr><\/thead><tbody><tr><td>\u76d1\u7763\u5b66\u4e60<\/td><td>\u5206\u7c7b (Classification)<\/td><td>\u9884\u6d4b\u79bb\u6563\u6807\u7b7e<\/td><td>\u7535\u5b50\u90ae\u4ef6\u5206\u7c7b\u4e3a\u5783\u573e\u90ae\u4ef6\u6216\u975e\u5783\u573e\u90ae\u4ef6<\/td><td>\u903b\u8f91\u56de\u5f52\u3001\u652f\u6301\u5411\u91cf\u673a\u3001\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u3001k\u8fd1\u90bb\u3001\u6734\u7d20\u8d1d\u53f6\u65af\u3001\u795e\u7ecf\u7f51\u7edc<\/td><\/tr><tr><td>\u76d1\u7763\u5b66\u4e60<\/td><td>\u56de\u5f52 (Regression)<\/td><td>\u9884\u6d4b\u8fde\u7eed\u503c<\/td><td>\u9884\u6d4b\u623f\u4ef7<\/td><td>\u7ebf\u6027\u56de\u5f52\u3001\u5cad\u56de\u5f52\u3001Lasso\u56de\u5f52\u3001\u51b3\u7b56\u6811\u56de\u5f52\u3001\u652f\u6301\u5411\u91cf\u56de\u5f52<\/td><\/tr><tr><td>\u65e0\u76d1\u7763\u5b66\u4e60<\/td><td>\u805a\u7c7b (Clustering)<\/td><td>\u5c06\u6570\u636e\u5206\u7ec4\u4e3a\u4e0d\u540c\u7684\u7c07<\/td><td>\u5ba2\u6237\u7ec6\u5206<\/td><td>KMeans\u3001\u5c42\u6b21\u805a\u7c7b\u3001DBSCAN\u3001\u9ad8\u65af\u6df7\u5408\u6a21\u578b<\/td><\/tr><tr><td>\u65e0\u76d1\u7763\u5b66\u4e60<\/td><td>\u964d\u7ef4 (Dimensionality Reduction)<\/td><td>\u51cf\u5c11\u6570\u636e\u7684\u7279\u5f81\u6570\u91cf<\/td><td>\u9ad8\u7ef4\u6570\u636e\u7684\u53ef\u89c6\u5316<\/td><td>\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u3001\u7ebf\u6027\u5224\u522b\u5206\u6790\uff08LDA\uff09\u3001t-SNE<\/td><\/tr><tr><td>\u534a\u76d1\u7763\u5b66\u4e60<\/td><td>-<\/td><td>\u7ed3\u5408\u5c11\u91cf\u6807\u6ce8\u6570\u636e\u548c\u5927\u91cf\u672a\u6807\u6ce8\u6570\u636e\u8fdb\u884c\u8bad\u7ec3<\/td><td>\u7f51\u9875\u5206\u7c7b<\/td><td>-<\/td><\/tr><tr><td>\u5f3a\u5316\u5b66\u4e60<\/td><td>-<\/td><td>\u901a\u8fc7\u5956\u52b1\u548c\u60e9\u7f5a\u8fdb\u884c\u5b66\u4e60<\/td><td>\u6e38\u620f\u4e2d\u7684\u667a\u80fd\u4f53\u8bad\u7ec3<\/td><td>Q-learning\u3001\u6df1\u5ea6Q\u7f51\u7edc\uff08DQN\uff09\u3001\u7b56\u7565\u68af\u5ea6\u65b9\u6cd5<\/td><\/tr><tr><td>\u5f02\u5e38\u68c0\u6d4b<\/td><td>-<\/td><td>\u8bc6\u522b\u5f02\u5e38\u6570\u636e\u70b9<\/td><td>\u4fe1\u7528\u5361\u6b3a\u8bc8\u68c0\u6d4b<\/td><td>\u5b64\u7acb\u68ee\u6797\u3001\u4e00\u7c7b\u652f\u6301\u5411\u91cf\u673a\u3001\u5c40\u90e8\u5f02\u5e38\u56e0\u5b50<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u5206\u7c7b<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u7c7b\u522b<\/th><th>\u4efb\u52a1\u7c7b\u578b<\/th><th>\u63cf\u8ff0<\/th><th>\u793a\u4f8b<\/th><th>\u5e38\u7528\u7b97\u6cd5<\/th><\/tr><\/thead><tbody><tr><td>\u8ba1\u7b97\u673a\u89c6\u89c9<\/td><td>\u56fe\u50cf\u5206\u7c7b (Image Classification)<\/td><td>\u8bc6\u522b\u56fe\u50cf\u7684\u7c7b\u522b<\/td><td>\u624b\u5199\u6570\u5b57\u8bc6\u522b<\/td><td>\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09<\/td><\/tr><tr><td>\u8ba1\u7b97\u673a\u89c6\u89c9<\/td><td>\u76ee\u6807\u68c0\u6d4b (Object Detection)<\/td><td>\u68c0\u6d4b\u5e76\u5b9a\u4f4d\u56fe\u50cf\u4e2d\u7684\u7269\u4f53<\/td><td>\u81ea\u52a8\u9a7e\u9a76\u4e2d\u7684\u884c\u4eba\u68c0\u6d4b<\/td><td>YOLO\u3001SSD\u3001Faster R-CNN<\/td><\/tr><tr><td>\u8ba1\u7b97\u673a\u89c6\u89c9<\/td><td>\u56fe\u50cf\u5206\u5272 (Image Segmentation)<\/td><td>\u5c06\u56fe\u50cf\u5212\u5206\u4e3a\u6709\u610f\u4e49\u7684\u533a\u57df<\/td><td>\u533b\u5b66\u5f71\u50cf\u5206\u5272<\/td><td>U-Net\u3001Mask R-CNN<\/td><\/tr><tr><td>\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP)<\/td><td>\u6587\u672c\u5206\u7c7b (Text Classification)<\/td><td>\u8bc6\u522b\u6587\u672c\u7684\u7c7b\u522b<\/td><td>\u60c5\u611f\u5206\u6790<\/td><td>RNN\u3001LSTM\u3001GRU\u3001Transformer<\/td><\/tr><tr><td>\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP)<\/td><td>\u5e8f\u5217\u6807\u6ce8 (Sequence Labeling)<\/td><td>\u7ed9\u6587\u672c\u4e2d\u7684\u6bcf\u4e2a\u5143\u7d20\u5206\u914d\u6807\u7b7e<\/td><td>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09<\/td><td>LSTM-CRF<\/td><\/tr><tr><td>\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP)<\/td><td>\u673a\u5668\u7ffb\u8bd1 (Machine Translation)<\/td><td>\u5c06\u6587\u672c\u4ece\u4e00\u79cd\u8bed\u8a00\u7ffb\u8bd1\u5230\u53e6\u4e00\u79cd\u8bed\u8a00<\/td><td>\u82f1\u8bed\u5230\u6cd5\u8bed\u7ffb\u8bd1<\/td><td>Seq2Seq\u3001Transformer<\/td><\/tr><tr><td>\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP)<\/td><td>\u6587\u672c\u751f\u6210 (Text Generation)<\/td><td>\u751f\u6210\u81ea\u7136\u8bed\u8a00\u6587\u672c<\/td><td>\u6587\u7ae0\u751f\u6210<\/td><td>GPT\u3001BERT\u3001T5<\/td><\/tr><tr><td>\u8bed\u97f3\u5904\u7406<\/td><td>\u8bed\u97f3\u8bc6\u522b (Speech Recognition)<\/td><td>\u5c06\u8bed\u97f3\u8f6c\u6362\u4e3a\u6587\u672c<\/td><td>\u8bed\u97f3\u52a9\u624b<\/td><td>CTC\u3001RNN\u3001Transformer<\/td><\/tr><tr><td>\u8bed\u97f3\u5904\u7406<\/td><td>\u8bed\u97f3\u5408\u6210 (Speech Synthesis)<\/td><td>\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u8bed\u97f3<\/td><td>\u8bed\u97f3\u5bfc\u822a<\/td><td>Tacotron\u3001WaveNet<\/td><\/tr><tr><td>\u5f3a\u5316\u5b66\u4e60<\/td><td>\u7b56\u7565\u4f18\u5316 (Policy Optimization)<\/td><td>\u4f18\u5316\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u7b56\u7565<\/td><td>\u6e38\u620f\u4e2d\u7684\u667a\u80fd\u4f53\u8bad\u7ec3<\/td><td>PPO\u3001A3C\u3001DDPG<\/td><\/tr><tr><td>\u751f\u6210\u5bf9\u6297\u7f51\u7edc (GANs)<\/td><td>\u751f\u6210\u4efb\u52a1 (Generative Tasks)<\/td><td>\u751f\u6210\u4e0e\u771f\u5b9e\u6570\u636e\u76f8\u4f3c\u7684\u65b0\u6570\u636e<\/td><td>\u56fe\u50cf\u98ce\u683c\u8fc1\u79fb<\/td><td>GAN\u53ca\u5176\u53d8\u79cd<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4efb\u52a1\u5206\u7c7b<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u4efb\u52a1\u7c7b\u578b<\/th><th>\u63cf\u8ff0<\/th><th>\u793a\u4f8b<\/th><th>\u5e38\u7528\u7b97\u6cd5<\/th><\/tr><\/thead><tbody><tr><td>\u6587\u672c\u5206\u7c7b<\/td><td>\u8bc6\u522b\u6587\u672c\u7684\u7c7b\u522b<\/td><td>\u60c5\u611f\u5206\u6790<\/td><td>RNN\u3001LSTM\u3001GRU\u3001Transformer<\/td><\/tr><tr><td>\u5e8f\u5217\u6807\u6ce8<\/td><td>\u7ed9\u6587\u672c\u4e2d\u7684\u6bcf\u4e2a\u5143\u7d20\u5206\u914d\u6807\u7b7e<\/td><td>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09<\/td><td>LSTM-CRF<\/td><\/tr><tr><td>\u673a\u5668\u7ffb\u8bd1<\/td><td>\u5c06\u6587\u672c\u4ece\u4e00\u79cd\u8bed\u8a00\u7ffb\u8bd1\u5230\u53e6\u4e00\u79cd\u8bed\u8a00<\/td><td>\u82f1\u8bed\u5230\u4e2d\u6587\u7684\u7ffb\u8bd1<\/td><td>Seq2Seq\u3001Transformer<\/td><\/tr><tr><td>\u6587\u672c\u751f\u6210<\/td><td>\u751f\u6210\u81ea\u7136\u8bed\u8a00\u6587\u672c<\/td><td>\u81ea\u52a8\u751f\u6210\u65b0\u95fb\u6458\u8981<\/td><td>GPT\u3001BERT\u3001T5<\/td><\/tr><tr><td>\u95ee\u7b54\u7cfb\u7edf<\/td><td>\u4ece\u6587\u672c\u4e2d\u627e\u5230\u5e76\u751f\u6210\u95ee\u9898\u7684\u7b54\u6848<\/td><td>\u57fa\u4e8e\u77e5\u8bc6\u5e93\u7684\u95ee\u7b54<\/td><td>BERT\u3001GPT<\/td><\/tr><tr><td>\u6587\u672c\u6458\u8981<\/td><td>\u4ece\u6587\u672c\u4e2d\u62bd\u53d6\u5173\u952e\u5185\u5bb9\u751f\u6210\u6458\u8981<\/td><td>\u65b0\u95fb\u6587\u7ae0\u7684\u6458\u8981<\/td><td>BERT\u3001GPT\u3001Transformer<\/td><\/tr><tr><td>\u6587\u672c\u76f8\u4f3c\u5ea6<\/td><td>\u8ba1\u7b97\u4e24\u4e2a\u6587\u672c\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6<\/td><td>\u68c0\u6d4b\u6587\u672c\u6284\u88ad<\/td><td>BERT\u3001Siamese Network<\/td><\/tr><tr><td>\u4fe1\u606f\u68c0\u7d22<\/td><td>\u4ece\u5927\u91cf\u6587\u6863\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f<\/td><td>\u641c\u7d22\u5f15\u64ce<\/td><td>BM25\u3001Transformer<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u5e0c\u671b\u8fd9\u5f20\u8868\u683c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u66f4\u7cfb\u7edf\u5730\u7406\u89e3\u548c\u5bf9\u6bd4\u4e0d\u540c\u4efb\u52a1\u7c7b\u578b\u53ca\u5176\u5bf9\u5e94\u7684\u5e38\u7528\u7b97\u6cd5\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f53\u7136\u53ef\u4ee5\u3002\u4ee5\u4e0b\u662f\u5c06\u4e0a\u8ff0\u4fe1\u606f\u8f6c\u6362\u4e3a\u8868\u683c\u7684\u5c55\u793a\uff1a \u673a\u5668\u5b66\u4e60\u4efb\u52a1\u5206\u7c7b \u7c7b\u522b\u4efb\u52a1\u7c7b\u578b\u63cf\u8ff0\u793a\u4f8b\u5e38\u7528\u7b97\u6cd5\u76d1\u7763\u5b66\u4e60\u5206\u7c7b (C&#8230; <\/p>\n<div class=\"read-more navbutton\"><a href=\"https:\/\/t.n-years.com\/?p=6076\">\u9605\u8bfb\u66f4\u591a<i class=\"fa fa-angle-double-right\"><\/i><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-6076","post","type-post","status-publish","format-standard","hentry","category-5"],"_links":{"self":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/6076","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6076"}],"version-history":[{"count":1,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/6076\/revisions"}],"predecessor-version":[{"id":6077,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/6076\/revisions\/6077"}],"wp:attachment":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6076"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6076"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6076"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}