{"id":6164,"date":"2024-06-26T15:57:10","date_gmt":"2024-06-26T07:57:10","guid":{"rendered":"https:\/\/t.n-years.com\/?p=6164"},"modified":"2024-06-26T15:57:11","modified_gmt":"2024-06-26T07:57:11","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-%e5%b8%b8%e8%a7%81%e4%bb%bb%e5%8a%a1","status":"publish","type":"post","link":"https:\/\/t.n-years.com\/?p=6164","title":{"rendered":"\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u3001NLP \u5e38\u89c1\u4efb\u52a1"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u975e\u539f\u521b\uff0cChatGPT \u95ee\u7b54\u751f\u6210<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95ee\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u3001NLP \u5e38\u89c1\u4efb\u52a1<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b54\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\uff0c\u6709\u8bb8\u591a\u5e38\u89c1\u7684\u4efb\u52a1\u548c\u5e94\u7528\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4e3b\u8981\u7684\u4efb\u52a1\u548c\u5e94\u7528\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u673a\u5668\u5b66\u4e60<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5206\u7c7b\uff08Classification\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8c\u5206\u7c7b\uff08Binary Classification\uff09\uff1a\u5c06\u8f93\u5165\u5206\u4e3a\u4e24\u4e2a\u7c7b\u522b\uff0c\u5982\u5783\u573e\u90ae\u4ef6\u5206\u7c7b\u3002<\/li>\n\n\n\n<li>\u591a\u5206\u7c7b\uff08Multi-class Classification\uff09\uff1a\u5c06\u8f93\u5165\u5206\u4e3a\u591a\u4e2a\u7c7b\u522b\uff0c\u5982\u624b\u5199\u6570\u5b57\u8bc6\u522b\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u56de\u5f52\uff08Regression\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9884\u6d4b\u8fde\u7eed\u503c\uff0c\u5982\u623f\u4ef7\u9884\u6d4b\u3001\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u805a\u7c7b\uff08Clustering\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u6570\u636e\u5206\u6210\u591a\u4e2a\u7ec4\u6216\u7c07\uff0c\u5982\u5ba2\u6237\u5206\u7fa4\u3001\u56fe\u50cf\u5206\u5272\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u964d\u7ef4\uff08Dimensionality Reduction\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u964d\u4f4e\u6570\u636e\u7684\u7ef4\u5ea6\uff0c\u540c\u65f6\u4fdd\u6301\u6570\u636e\u7684\u91cd\u8981\u7279\u5f81\uff0c\u5982PCA\uff08\u4e3b\u6210\u5206\u5206\u6790\uff09\u3001t-SNE\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5f02\u5e38\u68c0\u6d4b\uff08Anomaly Detection\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bc6\u522b\u5f02\u5e38\u6216\u4e0d\u6b63\u5e38\u7684\u6837\u672c\uff0c\u5982\u4fe1\u7528\u5361\u6b3a\u8bc8\u68c0\u6d4b\u3001\u8bbe\u5907\u6545\u969c\u68c0\u6d4b\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u63a8\u8350\u7cfb\u7edf\uff08Recommender Systems\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e\u7528\u6237\u7684\u5386\u53f2\u884c\u4e3a\u63a8\u8350\u7269\u54c1\uff0c\u5982\u7535\u5f71\u63a8\u8350\u3001\u5546\u54c1\u63a8\u8350\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6df1\u5ea6\u5b66\u4e60<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u56fe\u50cf\u5206\u7c7b\uff08Image Classification\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u56fe\u50cf\u5206\u4e3a\u4e0d\u540c\u7c7b\u522b\uff0c\u5982\u732b\u72d7\u5206\u7c7b\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5bf9\u8c61\u68c0\u6d4b\uff08Object Detection\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u56fe\u50cf\u4e2d\u68c0\u6d4b\u5e76\u6807\u6ce8\u5bf9\u8c61\uff0c\u5982\u4eba\u8138\u68c0\u6d4b\u3001\u884c\u4eba\u68c0\u6d4b\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u56fe\u50cf\u5206\u5272\uff08Image Segmentation\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u56fe\u50cf\u5206\u5272\u6210\u4e0d\u540c\u7684\u533a\u57df\uff0c\u5982\u8bed\u4e49\u5206\u5272\u3001\u5b9e\u4f8b\u5206\u5272\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GANs\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210\u65b0\u7684\u6570\u636e\u6837\u672c\uff0c\u5982\u56fe\u50cf\u751f\u6210\u3001\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u4efb\u52a1<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\uff0c\u5982BERT\u3001GPT\u3002<\/li>\n\n\n\n<li>\u673a\u5668\u7ffb\u8bd1\uff0c\u5982\u5c06\u4e00\u79cd\u8bed\u8a00\u7684\u6587\u672c\u7ffb\u8bd1\u6210\u53e6\u4e00\u79cd\u8bed\u8a00\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6587\u672c\u5206\u7c7b\uff08Text Classification\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u9898\u5206\u7c7b\uff0c\u5982\u65b0\u95fb\u5206\u7c7b\u3002<\/li>\n\n\n\n<li>\u60c5\u611f\u5206\u6790\uff0c\u5982\u5fae\u535a\u60c5\u611f\u5206\u6790\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER, Named Entity Recognition\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ece\u6587\u672c\u4e2d\u8bc6\u522b\u51fa\u547d\u540d\u5b9e\u4f53\uff0c\u5982\u4eba\u540d\u3001\u5730\u540d\u3001\u7ec4\u7ec7\u540d\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8bcd\u6027\u6807\u6ce8\uff08POS Tagging, Part-of-Speech Tagging\uff09<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6807\u6ce8\u6bcf\u4e2a\u5355\u8bcd\u7684\u8bcd\u6027\uff0c\u5982\u540d\u8bcd\u3001\u52a8\u8bcd\u3001\u5f62\u5bb9\u8bcd\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u53e5\u6cd5\u5206\u6790\uff08Syntax 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