{"id":3321,"date":"2024-09-03T07:16:48","date_gmt":"2024-09-02T23:16:48","guid":{"rendered":"https:\/\/infernews.com\/?page_id=3321"},"modified":"2024-09-05T02:30:07","modified_gmt":"2024-09-04T18:30:07","slug":"%e7%82%ba%e5%88%9d%e5%ad%b8%e8%80%85%e8%a8%ad%e8%a8%88%e4%b8%80%e4%bb%bd%e5%a4%a7%e5%9e%8b%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b%e5%ad%b8%e7%bf%92%e8%b7%af%e7%b7%9a%e5%9c%96","status":"publish","type":"page","link":"https:\/\/infernews.com\/blog\/%e7%82%ba%e5%88%9d%e5%ad%b8%e8%80%85%e8%a8%ad%e8%a8%88%e4%b8%80%e4%bb%bd%e5%a4%a7%e5%9e%8b%e8%aa%9e%e8%a8%80%e6%a8%a1%e5%9e%8b%e5%ad%b8%e7%bf%92%e8%b7%af%e7%b7%9a%e5%9c%96\/","title":{"rendered":"\u521d\u5b78\u8005\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5b78\u7fd2\u8def\u7dda\u5716"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">1. <strong>\u6253\u597d\u57fa\u790e\uff1a<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7a0b\u5f0f\u8a9e\u8a00:<\/strong> Python \u662f\u76ee\u524d\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u9818\u57df\u6700\u5e38\u7528\u7684\u8a9e\u8a00\uff0c\u5efa\u8b70\u5f9e Python \u5165\u9580\u3002<\/li>\n\n\n\n<li><strong>\u7dda\u6027\u4ee3\u6578:<\/strong> \u7406\u89e3\u5411\u91cf\u3001\u77e9\u9663\u7b49\u6982\u5ff5\uff0c\u70ba\u5f8c\u7e8c\u5b78\u7fd2\u6df1\u5ea6\u5b78\u7fd2\u6253\u4e0b\u57fa\u790e\u3002<\/li>\n\n\n\n<li><strong>\u5fae\u7a4d\u5206:<\/strong> \u4e86\u89e3\u68af\u5ea6\u4e0b\u964d\u7b49\u512a\u5316\u7b97\u6cd5\u7684\u539f\u7406\u3002<\/li>\n\n\n\n<li><strong>\u7d71\u8a08\u5b78:<\/strong> \u638c\u63e1\u6982\u7387\u8ad6\u3001\u7d71\u8a08\u5b78\u7b49\u77e5\u8b58\uff0c\u6709\u52a9\u65bc\u7406\u89e3\u6a21\u578b\u7684\u539f\u7406\u548c\u8a55\u4f30\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>\u6df1\u5ea6\u5b78\u7fd2\u57fa\u790e:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u795e\u7d93\u7db2\u7d61:<\/strong> \u4e86\u89e3\u4eba\u5de5\u795e\u7d93\u7db2\u7d61\u7684\u57fa\u672c\u7d50\u69cb\u548c\u539f\u7406\uff0c\u5982\u611f\u77e5\u6a5f\u3001\u591a\u5c64\u611f\u77e5\u6a5f\u7b49\u3002<\/li>\n\n\n\n<li><strong>PyTorch \u6216 TensorFlow:<\/strong> \u9078\u64c7\u4e00\u500b\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u9032\u884c\u5b78\u7fd2\uff0cPyTorch \u56e0\u5176\u9748\u6d3b\u6027\u548c\u6613\u7528\u6027\u800c\u5ee3\u53d7\u6b61\u8fce\u3002<\/li>\n\n\n\n<li><strong>\u5377\u7a4d\u795e\u7d93\u7db2\u7d61 (CNN):<\/strong> \u96d6\u7136\u4e3b\u8981\u7528\u65bc\u5716\u50cf\u8655\u7406\uff0c\u4f46\u7406\u89e3 CNN \u7684\u539f\u7406\u6709\u52a9\u65bc\u7406\u89e3 Transformer \u7684\u90e8\u5206\u7d50\u69cb\u3002<\/li>\n\n\n\n<li><strong>\u905e\u6b78\u795e\u7d93\u7db2\u7d61 (RNN):<\/strong> \u5b78\u7fd2 RNN \u7684\u57fa\u672c\u6982\u5ff5\uff0c\u5982 LSTM\u3001GRU\uff0c\u70ba\u7406\u89e3\u5e8f\u5217\u6a21\u578b\u6253\u4e0b\u57fa\u790e\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u57fa\u790e:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6587\u672c\u9810\u8655\u7406:<\/strong> \u5b78\u7fd2\u6587\u672c\u6e05\u6d17\u3001\u5206\u8a5e\u3001\u8a5e\u6027\u6a19\u8a3b\u7b49\u6280\u8853\u3002<\/li>\n\n\n\n<li><strong>\u8a5e\u5d4c\u5165:<\/strong> \u4e86\u89e3 Word2Vec\u3001GloVe \u7b49\u8a5e\u5d4c\u5165\u65b9\u6cd5\uff0c\u5c07\u6587\u5b57\u8f49\u63db\u70ba\u6578\u503c\u8868\u793a\u3002<\/li>\n\n\n\n<li><strong>\u5e8f\u5217\u6a21\u578b:<\/strong> \u6df1\u5165\u5b78\u7fd2 RNN\u3001LSTM\u3001GRU \u7b49\u5e8f\u5217\u6a21\u578b\uff0c\u4e26\u4e86\u89e3\u5b83\u5011\u5728 NLP \u4e2d\u7684\u61c9\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>Transformer \u6a21\u578b:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u6ce8\u610f\u529b\u6a5f\u5236:<\/strong> \u7406\u89e3\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\u7684\u539f\u7406\u548c\u8a08\u7b97\u904e\u7a0b\u3002<\/li>\n\n\n\n<li><strong>Transformer \u67b6\u69cb:<\/strong> \u5b78\u7fd2 Transformer \u7684\u6574\u9ad4\u7d50\u69cb\uff0c\u5305\u62ec\u7de8\u78bc\u5668\u3001\u89e3\u78bc\u5668\u3001\u591a\u982d\u6ce8\u610f\u529b\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u4f4d\u7f6e\u7de8\u78bc:<\/strong> \u4e86\u89e3\u4f4d\u7f6e\u7de8\u78bc\u7684\u4f5c\u7528\u548c\u5e38\u898b\u7684\u5be6\u73fe\u65b9\u5f0f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. <strong>\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM):<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GPT \u7cfb\u5217:<\/strong> \u6df1\u5165\u7814\u7a76 GPT\u3001GPT-2\u3001GPT-3 \u7b49\u6a21\u578b\u7684\u67b6\u69cb\u548c\u8a13\u7df4\u904e\u7a0b\u3002<\/li>\n\n\n\n<li><strong>BERT \u7cfb\u5217:<\/strong> \u4e86\u89e3 BERT \u6a21\u578b\u7684\u9810\u8a13\u7df4\u4efb\u52d9\u548c\u5fae\u8abf\u65b9\u6cd5\u3002<\/li>\n\n\n\n<li><strong>\u5176\u4ed6 LLM:<\/strong> \u63a2\u7d22\u5176\u4ed6\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u5982 T5\u3001XLNet \u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">6. <strong>\u5fae\u8abf LLM:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e0b\u6e38\u4efb\u52d9:<\/strong> \u4e86\u89e3\u5e38\u898b\u7684\u4e0b\u6e38\u4efb\u52d9\uff0c\u5982\u6587\u672c\u751f\u6210\u3001\u6587\u672c\u5206\u985e\u3001\u554f\u7b54\u7cfb\u7d71\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u5fae\u8abf\u65b9\u6cd5:<\/strong> \u5b78\u7fd2\u5982\u4f55\u6839\u64da\u4e0d\u540c\u7684\u4e0b\u6e38\u4efb\u52d9\u5c0d LLM\u9032\u884c\u5fae\u8abf\u3002<\/li>\n\n\n\n<li><strong>\u6578\u64da\u6e96\u5099:<\/strong> \u4e86\u89e3\u5982\u4f55\u6e96\u5099\u548c\u8655\u7406\u5fae\u8abf\u6578\u64da\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7. <strong>\u5be6\u8e10\u5c08\u6848:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u69cb\u5efa\u804a\u5929\u6a5f\u5668\u4eba:<\/strong> \u5617\u8a66\u7528 LLM \u69cb\u5efa\u4e00\u500b\u7c21\u55ae\u7684\u804a\u5929\u6a5f\u5668\u4eba\u3002<\/li>\n\n\n\n<li><strong>\u6587\u672c\u6458\u8981:<\/strong> \u5be6\u73fe\u6587\u672c\u6458\u8981\u529f\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u554f\u7b54\u7cfb\u7d71:<\/strong> \u69cb\u5efa\u4e00\u500b\u57fa\u65bc LLM \u7684\u554f\u7b54\u7cfb\u7d71\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b78\u7fd2\u8cc7\u6e90<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7dda\u4e0a\u8ab2\u7a0b:<\/strong> Coursera\u3001edX\u3001fast.ai \u7b49\u5e73\u53f0\u63d0\u4f9b\u8c50\u5bcc\u7684\u6df1\u5ea6\u5b78\u7fd2\u548c NLP \u8ab2\u7a0b\u3002<\/li>\n\n\n\n<li><strong>Hugging Face:<\/strong> \u63d0\u4f9b\u5927\u91cf\u9810\u8a13\u7df4\u6a21\u578b\u548c\u5de5\u5177\uff0c\u65b9\u4fbf\u4f7f\u7528\u8005\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n\n\n\n<li><strong>\u8ad6\u6587\u95b1\u8b80:<\/strong> \u95b1\u8b80\u76f8\u95dc\u9818\u57df\u7684\u6700\u65b0\u8ad6\u6587\uff0c\u4e86\u89e3\u7814\u7a76\u524d\u6cbf\u3002<\/li>\n\n\n\n<li><strong>GitHub:<\/strong> \u5c0b\u627e\u958b\u6e90\u7684 LLM \u5be6\u73fe\u548c\u76f8\u95dc\u5c08\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5efa\u8b70<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5faa\u5e8f\u6f38\u9032:<\/strong> \u5f9e\u57fa\u790e\u958b\u59cb\u5b78\u7fd2\uff0c\u9010\u6b65\u6df1\u5165\u3002<\/li>\n\n\n\n<li><strong>\u7406\u8ad6\u7d50\u5408\u5be6\u8e10:<\/strong> \u5b78\u7fd2\u7406\u8ad6\u77e5\u8b58\u7684\u540c\u6642\uff0c\u591a\u505a\u5be6\u8e10\u5c08\u6848\u3002<\/li>\n\n\n\n<li><strong>\u52a0\u5165\u793e\u7fa4:<\/strong> \u8207\u5176\u4ed6\u5b78\u7fd2\u8005\u4ea4\u6d41\uff0c\u5171\u540c\u9032\u6b65\u3002<\/li>\n\n\n\n<li><strong>\u6301\u7e8c\u5b78\u7fd2:<\/strong> AI \u9818\u57df\u767c\u5c55\u8fc5\u901f\uff0c\u9700\u8981\u4fdd\u6301\u6301\u7e8c\u5b78\u7fd2\u7684\u614b\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u6253\u9020\u4e00\u500b\u8a73\u7d30\u7684\u5b78\u7fd2\u8def\u7dda\u5716\uff0c\u53ef\u4ee5\u5e6b\u52a9\u521d\u5b78\u8005\u66f4\u7cfb\u7d71\u5730\u5b78\u7fd2\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u6253\u597d\u57fa\u790e\uff1a 2. \u6df1\u5ea6\u5b78\u7fd2\u57fa\u790e: 3. \u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u57fa\u790e: 4. Transformer \u6a21\u578b: 5. \u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM): 6. \u5fae\u8abf LLM: 7. \u5be6\u8e10\u5c08\u6848: \u5b78\u7fd2\u8cc7\u6e90 \u5efa\u8b70 \u6253\u9020\u4e00\u500b\u8a73\u7d30\u7684\u5b78\u7fd2\u8def\u7dda\u5716\uff0c\u53ef\u4ee5\u5e6b\u52a9\u521d\u5b78\u8005\u66f4\u7cfb\u7d71\u5730\u5b78\u7fd2\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"class_list":["post-3321","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/3321","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=3321"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/3321\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=3321"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}