{"id":1158,"date":"2024-03-19T16:13:01","date_gmt":"2024-03-19T08:13:01","guid":{"rendered":"https:\/\/www.tchepai.com\/?p=1158"},"modified":"2024-03-19T16:13:01","modified_gmt":"2024-03-19T08:13:01","slug":"hugging-face","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/hugging-face\/","title":{"rendered":"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2"},"content":{"rendered":"<p>TL;DR \u672c\u65878200+\u5b57\uff0c\u5168\u6587\u9605\u8bfb\u7ea6\u970015\u5206\u949f\u3002\u672c\u6587\u7b80\u8981\u56de\u987e\u4e86\u4ece\u611f\u77e5\u673a\u5230\u6df1\u5ea6\u5b66\u4e60\u6700\u65b0\u5927\u6a21\u578b\u5e94\u7528 <a href=\"https:\/\/www.kdjingpai.com\/ja\/chatgpt-6\/\">ChatGPT<\/a> \u7684\u5386\u53f2\u3002<\/p>\n<p>\u539f\u6587\uff1ahttps:\/\/hutusi.com\/articles\/the-history-of-neural-networks<\/p>\n<blockquote><p>\u751f\u6d3b\u4e2d\u6ca1\u6709\u4ec0\u4e48\u53ef\u6015\u7684\u4e1c\u897f\uff0c\u53ea\u6709\u9700\u8981\u7406\u89e3\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u2014\u2014 \u5c45\u91cc\u592b\u4eba<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<h2>\u4e00 \u6df1\u5ea6\u4fe1\u5ff5\u7f51\u7edc<\/h2>\n<p>&nbsp;<\/p>\n<p>2006\u5e74\uff0c\u52a0\u62ff\u5927\u591a\u4f26\u591a\u5927\u5b66\u6559\u6388\u6770\u5f17\u91cc\u00b7\u8f9b\u987f\u5728\u7814\u7a76\u5982\u4f55\u8bad\u7ec3\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\uff0c\u4ed6\u5df2\u7ecf\u5728\u795e\u7ecf\u7f51\u7edc\u9886\u57df\u9ed8\u9ed8\u8015\u8018\u4e86\u4e09\u5341\u591a\u5e74\uff0c\u5c3d\u7ba1\u5728\u8fd9\u4e2a\u9886\u57df\u4ed6\u7b97\u5f97\u4e0a\u662f\u6cf0\u6597\u7ea7\u7684\u4eba\u7269\uff0c\u4f46\u7531\u4e8e\u795e\u7ecf\u7f51\u7edc\u5728\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u4e00\u76f4\u4e0d\u88ab\u770b\u597d\uff0c\u6240\u4ee5\u4ed6\u7684\u7814\u7a76\u6210\u679c\u4e00\u76f4\u4e0d\u4e3a\u4e1a\u754c\u6240\u91cd\u89c6\u3002<\/p>\n<p>\u8f9b\u987f\u51fa\u751f\u4e8e\u82f1\u56fd\u4f26\u6566\uff0c\u4ed6\u7684\u5bb6\u65cf\u51fa\u8fc7\u4e0d\u5c11\u77e5\u540d\u5b66\u8005\uff0c\u521b\u7acb\u5e03\u5c14\u4ee3\u6570\u7684\u903b\u8f91\u5b66\u5bb6\u4e54\u6cbb\u00b7\u5e03\u5c14\u4fbf\u662f\u4ed6\u7684\u66fe\u66fe\u7956\u7236\u3002\u4ed6\u7684\u7956\u7236\u662f\u4f4d\u79d1\u666e\u4f5c\u5bb6\uff0c\u7236\u4eb2\u662f\u6606\u866b\u5b66\u5bb6\u3002\u8f9b\u987f\u6bd4\u5468\u56f4\u7684\u4eba\u90fd\u8981\u806a\u660e\uff0c\u4f46\u4ed6\u7684\u6c42\u5b66\u4e4b\u8def\u5374\u9887\u4e3a\u66f2\u6298\uff0c\u5148\u662f\u5728\u5927\u5b66\u653b\u8bfb\u5efa\u7b51\u5b66\uff0c\u8f6c\u800c\u53c8\u9009\u62e9\u7269\u7406\u5b66\uff0c\u540e\u53c8\u6539\u8bfb\u54f2\u5b66\uff0c\u6700\u540e\u4ee5\u5fc3\u7406\u5b66\u5b66\u58eb\u8eab\u4efd\u6bd5\u4e1a\u30021972\u5e74\u8f9b\u987f\u8fdb\u5165\u7231\u4e01\u5821\u5927\u5b66\u653b\u8bfb\u535a\u58eb\u5b66\u4f4d\uff0c\u7814\u7a76\u65b9\u5411\u662f\u795e\u7ecf\u7f51\u7edc\u3002\u5f7c\u65f6\u795e\u7ecf\u7f51\u7edc\u88ab\u4e1a\u754c\u6240\u9119\u5937\uff0c\u8fde\u8f9b\u987f\u7684\u5bfc\u5e08\u4e5f\u8ba4\u4e3a\u8fd9\u73a9\u610f\u6ca1\u4ec0\u4e48\u5b9e\u9645\u7528\u9014\uff0c\u4e5f\u6ca1\u6709\u524d\u9014\u53ef\u8a00\u3002\u4f46\u8f9b\u987f\u5374\u4e0d\u4e3a\u6240\u52a8\uff0c\u5bf9\u795e\u7ecf\u7f51\u7edc\u7814\u7a76\u6000\u6709\u4fe1\u5fc3\uff0c\u575a\u6301\u8ba4\u4e3a\u80fd\u591f\u8bc1\u660e\u795e\u7ecf\u7f51\u7edc\u7684\u4ef7\u503c\uff0c\u8fd9\u4e00\u575a\u6301\u5c31\u662f\u4e09\u5341\u591a\u5e74\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2563\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/2c9120f850baf09.jpg\" width=\"799\" height=\"532\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-1\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-1\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/2c9120f850baf09.jpg 799w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/2c9120f850baf09-300x200.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/2c9120f850baf09-768x511.jpg 768w\" sizes=\"auto, (max-width: 799px) 100vw, 799px\" 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Belief Network\uff09\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4e8c \u611f\u77e5\u673a<\/h2>\n<p>&nbsp;<\/p>\n<p>\u5176\u5b9e\u795e\u7ecf\u7f51\u7edc\u7684\u7814\u7a76\u53ef\u4ee5\u8ffd\u6eaf\u5230\u4e0a\u4e16\u7eaa\u56db\u5341\u5e74\u4ee3\u30021940\u5e74\uff0c17\u5c81\u7684\u6c83\u5c14\u7279\u00b7\u76ae\u8328\u5728\u4f0a\u5229\u8bfa\u4f0a\u5927\u5b66\u829d\u52a0\u54e5\u5206\u6821\u7ed3\u8bc6\u4e8642\u5c81\u7684\u6559\u6388\u6c83\u4f26\u00b7\u9ea6\u5361\u6d1b\u514b\uff0c\u4e00\u89c1\u5982\u6545\uff0c\u4fbf\u52a0\u5165\u4e86\u540e\u8005\u7684\u7814\u7a76\u9879\u76ee\uff1a\u5c1d\u8bd5\u7528\u795e\u7ecf\u5143\u7f51\u7edc\u5efa\u7acb\u4e00\u4e2a\u5728\u903b\u8f91\u8fd0\u7b97\u57fa\u7840\u4e0a\u7684\u673a\u68b0\u6027\u7684\u5927\u8111\u601d\u7ef4\u6a21\u578b\u3002\u4ed6\u4eec\u7528\u903b\u8f91\u8fd0\u7b97\u6765\u62bd\u8c61\u4eba\u7c7b\u5927\u8111\u7684\u601d\u7ef4\u6a21\u578b\uff0c\u63d0\u51fa\u4e86\u201c\u795e\u7ecf\u7f51\u7edc\u201d\uff08Neural Network\uff09\u8fd9\u4e00\u6982\u5ff5\uff0c\u800c\u795e\u7ecf\u5143\u662f\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u6700\u5c0f\u4fe1\u606f\u5904\u7406\u5355\u5143\uff1b\u5e76\u4e14\u4ed6\u4eec\u5c06\u795e\u7ecf\u5143\u7684\u5de5\u4f5c\u8fc7\u7a0b\u62bd\u8c61\u7b80\u5316\u6210\u4e00\u4e2a\u975e\u5e38\u7b80\u5355\u7684\u903b\u8f91\u8fd0\u7b97\u6a21\u578b\uff0c\u540e\u6765\u8fd9\u4e2a\u6a21\u578b\u88ab\u547d\u540d\u4e3a\u201cM-P\u795e\u7ecf\u5143\u6a21\u578b\u201d\uff0c\u4ee5\u4ed6\u4eec\u4e24\u59d3\u540d\u7684\u9996\u5b57\u6bcd\u6765\u547d\u540d\u3002<\/p>\n<p>\u5728\u8fd9\u4e2a\u6a21\u578b\u4e2d\uff0c\u4e00\u4e2a\u795e\u7ecf\u5143\u4f1a\u63a5\u53d7\u8fc7\u4e2a\u6765\u81ea\u4e8e\u5176\u4ed6\u795e\u7ecf\u5143\u4f20\u9012\u8fc7\u6765\u7684\u8f93\u5165\u4fe1\u53f7\uff0c\u4e0d\u540c\u7684\u8f93\u5165\u4fe1\u53f7\u7684\u91cd\u8981\u6027\u6709\u5dee\u5f02\uff0c\u8fd9\u79cd\u5dee\u5f02\u5c31\u901a\u8fc7\u8fde\u63a5\u4e0a\u7684\u201c\u6743\u91cd\u201d\uff08weight\uff09\u5927\u5c0f\u6765\u8868\u793a\uff0c\u8be5\u795e\u7ecf\u5143\u5c06\u6240\u6709\u8f93\u5165\u503c\u6309\u7167\u6743\u91cd\u52a0\u6743\u6c42\u548c\uff0c\u518d\u5c06\u7ed3\u679c\u8ddf\u795e\u7ecf\u5143\u7684\u201c\u6fc0\u53d1\u9608\u503c\u201d\uff08Threshold\uff09\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u51b3\u5b9a\u662f\u5426\u5bf9\u5916\u8f93\u51fa\u4fe1\u53f7\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2562\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/d20f8780e429847.png\" width=\"804\" height=\"324\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-2\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-2\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/d20f8780e429847.png 804w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/d20f8780e429847-300x121.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/d20f8780e429847-768x309.png 768w\" sizes=\"auto, (max-width: 804px) 100vw, 804px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u201cM-P\u6a21\u578b\u201d\u8db3\u591f\u7b80\u5355\u76f4\u63a5\uff0c\u800c\u4e14\u53ef\u4ee5\u901a\u8fc7\u7b26\u53f7\u903b\u8f91\u6765\u6a21\u62df\u5b9e\u73b0\uff0c\u4eba\u5de5\u667a\u80fd\u4e13\u5bb6\u4ee5\u8be5\u6a21\u578b\u4e3a\u57fa\u7840\uff0c\u6784\u5efa\u4e86\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u7528\u6765\u89e3\u51b3\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u3002\u8fd9\u91cc\u7b80\u5355\u8bf4\u660e\u4e0b\u4eba\u5de5\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u7684\u5173\u7cfb\uff1a\u4eba\u5de5\u667a\u80fd\u5c31\u662f\u4f7f\u7528\u8ba1\u7b97\u673a\u6280\u672f\u6765\u5b9e\u73b0\u4eba\u7c7b\u667a\u80fd\u7684\u6280\u672f\uff0c\u5728\u4e00\u822c\u6559\u6750\u5b9a\u4e49\u4e3a\u7814\u7a76\u4e0e\u6784\u5efa\u667a\u80fd\u4f53\u3002\u667a\u80fd\u4f53\u5c31\u662f Intelligent agent\uff0c\u6216\u7b80\u79f0 agent\uff0c\u5b83\u901a\u8fc7\u6a21\u4eff\u4eba\u7c7b\u601d\u7ef4\u548c\u8ba4\u77e5\u6765\u89e3\u51b3\u7279\u5b9a\u4efb\u52a1\u6216\u901a\u7528\u4efb\u52a1\uff0c\u89e3\u51b3\u7279\u6027\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u88ab\u79f0\u4e3a\u5f31\u4eba\u5de5\u667a\u80fd\uff0c\u6216\u72ed\u4e49\u4eba\u5de5\u667a\u80fd\uff08ANI\uff09\uff0c\u800c\u89e3\u51b3\u901a\u7528\u4efb\u52a1\u7684\u667a\u80fd\u4f53\u88ab\u79f0\u4e3a\u5f3a\u4eba\u5de5\u667a\u80fd\uff0c\u6216\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u3002\u673a\u5668\u5b66\u4e60\u662f\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u5206\u652f\uff0c\u5b83\u901a\u8fc7\u6570\u636e\u8fdb\u884c\u5b66\u4e60\u5e76\u6539\u8fdb\u7cfb\u7edf\u3002\u800c\u6df1\u5ea6\u5b66\u4e60\u5219\u53c8\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u5206\u652f\uff0c\u5b83\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u6280\u672f\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u3002<\/p>\n<p>1957\u5e74\uff0c\u5eb7\u5948\u5c14\u5927\u5b66\u5fc3\u7406\u5b66\u6559\u6388\u7f57\u68ee\u5e03\u62c9\u7279\u5728IBM\u8ba1\u7b97\u673a\u4e0a\u6a21\u62df\u5b9e\u73b0\u4e86\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u4ed6\u79f0\u4e4b\u4e3a\u201c\u611f\u77e5\u673a\u201d\uff08Perceptron\uff09\u3002\u4ed6\u7684\u505a\u6cd5\u662f\u5c06\u4e00\u7ec4M-P\u6a21\u578b\u795e\u7ecf\u5143\u7ec4\u5408\u5728\u4e00\u8d77\uff0c\u53ef\u4ee5\u7528\u6765\u8bad\u7ec3\u5e76\u5b8c\u6210\u4e00\u4e9b\u673a\u5668\u89c6\u89c9\u6a21\u5f0f\u8bc6\u522b\u65b9\u9762\u7684\u4efb\u52a1\u3002\u4e00\u822c\u6765\u8bf4\uff0c\u673a\u5668\u5b66\u4e60\u6709\u4e24\u79cd\u4efb\u52a1\uff1a\u5206\u7c7b\u548c\u56de\u5f52\u3002\u5206\u7c7b\u95ee\u9898\u662f\u5224\u65ad\u6570\u636e\u662f\u54ea\u4e00\u7c7b\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u8bc6\u522b\u56fe\u50cf\u662f\u732b\u8fd8\u662f\u72d7\uff1b\u800c\u56de\u5f52\u95ee\u9898\u662f\u6839\u636e\u4e00\u4e2a\u6570\u636e\u9884\u6d4b\u53e6\u4e00\u4e2a\u6570\u636e\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u6839\u636e\u4eba\u7684\u56fe\u50cf\u9884\u6d4b\u5176\u4f53\u91cd\u3002\u611f\u77e5\u673a\u89e3\u51b3\u7684\u662f\u7ebf\u6027\u5206\u7c7b\u95ee\u9898\u3002\u4ee5\u300a\u667a\u6167\u7684\u7586\u754c\u300b\u4e66\u4e2d\u5bf9\u611f\u77e5\u673a\u5de5\u4f5c\u539f\u7406\u7684\u4e3e\u4f8b\u6765\u89e3\u91ca\uff1a<\/p>\n<p>\u5047\u8bbe\u4efb\u52a1\u76ee\u6807\u662f\u81ea\u52a8\u8bc6\u522b\u963f\u62c9\u4f2f\u6570\u5b57\uff0c\u5f85\u8bc6\u522b\u7684\u6570\u5b57\u662f\u5c06\u624b\u5199\u6216\u5370\u5237\u7684\u5404\u79cd\u5f62\u5f0f\u7684\u6570\u5b57\uff0c\u5c06\u6570\u5b57\u901a\u8fc7\u626b\u63cf\u540e\u5b58\u50a8\u572814*14\u50cf\u7d20\u5927\u5c0f\u7684\u56fe\u7247\u6587\u4ef6\u4e2d\u3002\u9996\u5148\uff0c\u8981\u51c6\u5907\u7c7b\u4f3c\u4e0b\u56fe\u7684\u8bad\u7ec3\u96c6\u4f9b\u673a\u5668\u5b66\u4e60\u7528\u3002\u8bad\u7ec3\u96c6\u5373\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u662f\u4e13\u95e8\u63d0\u4f9b\u7ed9\u8ba1\u7b97\u673a\u5b66\u4e60\u4f7f\u7528\u7684\u6570\u636e\u96c6\uff0c\u5b83\u4e0d\u4ec5\u662f\u4e00\u7ec4\u56fe\u7247\u4e4b\u7c7b\u7684\u6570\u636e\uff0c\u8fd8\u4f1a\u7531\u4eba\u5de5\u4e8b\u5148\u6807\u6ce8\u544a\u8bc9\u673a\u5668\u8fd9\u4e9b\u56fe\u7247\u6570\u636e\u4ee3\u8868\u7684\u6570\u5b57\u662f\u4ec0\u4e48\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2564\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/fabf0b1c3164176.png\" width=\"782\" height=\"440\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-3\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-3\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/fabf0b1c3164176.png 782w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/fabf0b1c3164176-300x169.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/fabf0b1c3164176-768x432.png 768w\" sizes=\"auto, (max-width: 782px) 100vw, 782px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u7136\u540e\uff0c\u6211\u4eec\u8981\u8bbe\u8ba1\u4e00\u79cd\u6570\u636e\u7ed3\u6784\uff0c\u4ee5\u4fbf\u673a\u5668\u53ef\u4ee5\u5b58\u50a8\u5e76\u5904\u7406\u8fd9\u4e9b\u56fe\u7247\u3002\u5bf9\u4e8e14*14\u7684\u7070\u5ea6\u6570\u5b57\u56fe\u7247\uff0c\u53ef\u4ee5\u5c06\u9ed1\u8272\u50cf\u7d20\u75281\u6765\u8868\u793a\uff0c\u767d\u8272\u50cf\u7d20\u75280\u8868\u793a\uff0c\u4ecb\u4e8e\u9ed1\u767d\u95f4\u7684\u7070\u5ea6\u50cf\u7d20\u6839\u636e\u5176\u7070\u5ea6\u5f3a\u5ea6\u75280-1\u95f4\u7684\u6d6e\u70b9\u6570\u8868\u793a\u3002\u5982\u4e0b\u56fe\u6240\u793a\u5bf9\u8be5\u56fe\u53ef\u4ee5\u8f6c\u6362\u6210\u4e00\u4e2a\u4e8c\u7ef4\u5f20\u91cf\u6570\u7ec4\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2602\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/de9e6ceefdc2447.png\" width=\"794\" height=\"305\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-4\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-4\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/de9e6ceefdc2447.png 794w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/de9e6ceefdc2447-300x115.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/de9e6ceefdc2447-768x295.png 768w\" sizes=\"auto, (max-width: 794px) 100vw, 794px\" 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loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2565\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ab1523b613aba9.png\" width=\"1373\" height=\"1159\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-5\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-5\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ab1523b613aba9.png 1373w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ab1523b613aba9-300x253.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ab1523b613aba9-1024x864.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ab1523b613aba9-768x648.png 768w\" sizes=\"auto, (max-width: 1373px) 100vw, 1373px\" 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alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-6\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-6\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ed9f8273b271fd.png 1640w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ed9f8273b271fd-300x211.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ed9f8273b271fd-1024x721.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ed9f8273b271fd-768x541.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/3ed9f8273b271fd-1536x1082.png 1536w\" sizes=\"auto, (max-width: 1640px) 100vw, 1640px\" 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\u6df1\u5ea6\u5b66\u4e60<\/h2>\n<p>&nbsp;<\/p>\n<p>\u968f\u7740\u611f\u77e5\u673a\u7684\u5931\u8d25\uff0c\u653f\u5e9c\u5bf9\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u6295\u5165\u51cf\u5c11\uff0c\u4eba\u5de5\u667a\u80fd\u8fdb\u5165\u4e86\u7b2c\u4e00\u6b21\u5bd2\u51ac\u671f\u3002\u800c\u5230\u4e86\u516b\u5341\u5e74\u4ee3\uff0c\u4ee5\u4e13\u5bb6\u7cfb\u7edf\u4e3a\u4ee3\u8868\u7684\u7b26\u53f7\u4e3b\u4e49\u6210\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u4e3b\u6d41\uff0c\u5f15\u53d1\u4e86\u4eba\u5de5\u667a\u80fd\u7684\u7b2c\u4e8c\u6ce2\u6d6a\u6f6e\uff0c\u800c\u795e\u7ecf\u7f51\u7edc\u7814\u7a76\u88ab\u51b7\u843d\u3002\u524d\u6587\u8bf4\u5230\uff0c\u53ea\u6709\u4e00\u4e2a\u4eba\u8fd8\u5728\u575a\u6301\uff0c\u90a3\u5c31\u662f\u6770\u5f17\u91cc\u00b7\u8f9b\u987f\u3002<\/p>\n<p>\u8f9b\u987f\u5728\u524d\u4eba\u7684\u57fa\u7840\u4e0a\uff0c\u5148\u540e\u53d1\u660e\u4e86\u73bb\u5c14\u5179\u66fc\u673a\u548c\u8bef\u5dee\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\uff0c\u8f9b\u987f\u5728\u795e\u7ecf\u7f51\u7edc\u9886\u57df\u7684\u5f00\u521b\u8d21\u732e\u7ed9\u8fd9\u4e2a\u9886\u57df\u5e26\u6765\u4e86\u751f\u673a\uff0c\u867d\u7136\u4ece\u4e0a\u4e16\u7eaa\u516b\u5341\u5e74\u4ee3\u5230\u672c\u4e16\u7eaa\u521d\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4e3b\u6d41\u4ecd\u7136\u662f\u77e5\u8bc6\u5e93\u548c\u7edf\u8ba1\u5206\u6790\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u5404\u9879\u6280\u672f\u4e5f\u5f00\u59cb\u7a81\u7834\uff0c\u5176\u4e2d\u4ee3\u8868\u6027\u7684\u5982\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u3001\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u7b49\u3002\u5230\u4e862006\u5e74\uff0c\u8f9b\u987f\u63d0\u51fa\u6df1\u5ea6\u4fe1\u5ff5\u7f51\u7edc\uff0c\u5f00\u542f\u4e86\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\u3002<\/p>\n<p>\u6df1\u5ea6\u5b66\u4e60\u6240\u5bf9\u5e94\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u79f0\u4e3a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd9\u662f\u76f8\u5bf9\u6d45\u5c42\u795e\u7ecf\u7f51\u7edc\u800c\u8a00\u7684\u3002\u5bf9\u4e8e\u6d45\u5c42\u795e\u7ecf\u7f51\u7edc\u800c\u8a00\uff0c\u4e00\u822c\u53ea\u6709\u4e00\u4e2a\u9690\u85cf\u5c42\uff08\u6216\u79f0\u4e2d\u95f4\u5c42\uff09\uff0c\u52a0\u4e0a\u8f93\u5165\u5c42\u548c\u8f93\u51fa\u5c42\uff0c\u4e00\u5171\u5c31\u4e09\u5c42\u3002\u800c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u9690\u85cf\u5c42\u5219\u4e0d\u6b62\u4e00\u5c42\uff0c\u5bf9\u6bd4\u4e24\u79cd\u795e\u7ecf\u7f51\u7edc\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2568\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/499e99bb576314a.png\" width=\"1000\" height=\"383\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-7\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-7\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/499e99bb576314a.png 1000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/499e99bb576314a-300x115.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/499e99bb576314a-768x294.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" 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loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2611\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/9b9a98aeea2d0ab.png\" width=\"2184\" height=\"796\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-1\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-1\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/9b9a98aeea2d0ab.png 2184w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/9b9a98aeea2d0ab-300x109.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/9b9a98aeea2d0ab-1024x373.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/9b9a98aeea2d0ab-768x280.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/9b9a98aeea2d0ab-1536x560.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/9b9a98aeea2d0ab-2048x746.png 2048w\" sizes=\"auto, (max-width: 2184px) 100vw, 2184px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u4f46\u95ee\u9898\u662f\uff0c\u4e00\u4e2a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5305\u542b\u4e86\u6d77\u91cf\u7684\u53c2\u6570\uff0c\u800c\u4e14\u4fee\u6539\u4e00\u4e2a\u53c2\u6570\u5c06\u5f71\u54cd\u5176\u4ed6\u7684\u53c2\u6570\u884c\u4e3a\uff0c\u56e0\u6b64\u5982\u4f55\u627e\u5230\u8fd9\u4e9b\u53c2\u6570\u7684\u6b63\u786e\u53d6\u503c\u662f\u4e2a\u96be\u4e8b\u3002\u6211\u4eec\u8981\u627e\u51fa\u53c2\u6570\u6b63\u786e\u53d6\u503c\uff0c\u5e76\u8ba9\u6a21\u578b\u80fd\u591f\u51c6\u786e\u8f93\u51fa\uff0c\u90a3\u5c31\u9700\u8981\u6709\u4e00\u4e2a\u65b9\u6cd5\u80fd\u591f\u8861\u91cf\u6a21\u578b\u8f93\u51fa\u4e0e\u671f\u671b\u8f93\u51fa\u7684\u5dee\u8ddd\u3002\u56e0\u6b64\u6df1\u5ea6\u5b66\u4e60\u8bad\u7ec3\u4e2d\u4f7f\u7528\u635f\u5931\u51fd\u6570\uff08loss function\uff09\u6765\u8861\u91cf\uff0c\u635f\u5931\u51fd\u6570\u4e5f\u88ab\u79f0\u4e3a\u76ee\u6807\u51fd\u6570\u6216\u4ee3\u4ef7\u51fd\u6570\u3002\u635f\u5931\u51fd\u6570\u901a\u8fc7\u6bd4\u8f83\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u9884\u6d4b\u503c\u4e0e\u771f\u5b9e\u76ee\u6807\u503c\uff0c\u5f97\u5230\u635f\u5931\u503c\uff0c\u6765\u8868\u793a\u8be5\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5728\u8fd9\u4e2a\u8bad\u7ec3\u6837\u672c\u4e0a\u7684\u6548\u679c\u597d\u574f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2567\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/67c62f4ecd6196f.png\" width=\"3037\" height=\"813\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-9\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-9\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/67c62f4ecd6196f.png 3037w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/67c62f4ecd6196f-300x80.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/67c62f4ecd6196f-1024x274.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/67c62f4ecd6196f-768x206.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/67c62f4ecd6196f-1536x411.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/67c62f4ecd6196f-2048x548.png 2048w\" sizes=\"auto, (max-width: 3037px) 100vw, 3037px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6cd5\u662f\u5c06\u635f\u5931\u503c\u4f5c\u4e3a\u53cd\u9988\u4fe1\u53f7\uff0c\u6765\u5bf9\u53c2\u6570\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u964d\u4f4e\u5f53\u524d\u6837\u672c\u8bad\u7ec3\u7684\u635f\u5931\u503c\u3002\u5b9e\u73b0\u8fd9\u79cd\u8c03\u8282\u7684\u4fbf\u662f\u4f18\u5316\u5668\uff0c\u5b83\u6765\u5b9e\u73b0\u5982\u68af\u5ea6\u4e0b\u964d\u7b49\u4f18\u5316\u7b97\u6cd5\uff0c\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u65b9\u5f0f\u6765\u66f4\u65b0\u5404\u5c42\u795e\u7ecf\u5143\u8282\u70b9\u7684\u53c2\u6570\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2569\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/e2e433dc31aafdd.png\" width=\"3037\" height=\"1068\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-10\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-10\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/e2e433dc31aafdd.png 3037w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/e2e433dc31aafdd-300x105.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/e2e433dc31aafdd-1024x360.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/e2e433dc31aafdd-768x270.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/e2e433dc31aafdd-1536x540.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/e2e433dc31aafdd-2048x720.png 2048w\" sizes=\"auto, (max-width: 3037px) 100vw, 3037px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u4e00\u5f00\u59cb\u4f1a\u5bf9\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\u8fdb\u884c\u968f\u673a\u8d4b\u503c\uff0c\u8f93\u5165\u4e00\u6279\u8bad\u7ec3\u6570\u636e\uff0c\u7ecf\u8f93\u5165\u5c42\u3001\u9690\u85cf\u5c42\u5230\u8f93\u51fa\u5c42\uff0c\u5f97\u5230\u7f51\u7edc\u7684\u9884\u6d4b\u8f93\u51fa\u540e\uff0c\u6839\u636e\u635f\u5931\u51fd\u6570\u8ba1\u7b97\u635f\u5931\u503c\uff0c\u8fd9\u662f\u524d\u5411\u4f20\u64ad\u8fc7\u7a0b\uff1b\u7136\u540e\u4ece\u8f93\u51fa\u5c42\u5f00\u59cb\uff0c\u53cd\u5411\u6cbf\u7740\u6bcf\u4e00\u5c42\u8ba1\u7b97\u53c2\u6570\u7684\u68af\u5ea6\uff0c\u76f4\u5230\u8f93\u5165\u5c42\uff0c\u5e76\u6839\u636e\u68af\u5ea6\u4f7f\u7528\u4f18\u5316\u7b97\u6cd5\u66f4\u65b0\u7f51\u7edc\u7684\u53c2\u6570\uff0c\u8fd9\u662f\u53cd\u5411\u4f20\u64ad\u8fc7\u7a0b\u3002\u795e\u7ecf\u7f51\u7edc\u6bcf\u5904\u7406\u4e00\u6279\u8bad\u7ec3\u6837\u672c\uff0c\u53c2\u6570\u90fd\u4f1a\u5411\u6b63\u786e\u7684\u65b9\u5411\u5fae\u8c03\uff0c\u635f\u5931\u503c\u4e5f\u4f1a\u51cf\u5c0f\uff0c\u8fd9\u5c31\u662f\u8bad\u7ec3\u5faa\u73af\u3002\u8bad\u7ec3\u5faa\u73af\u8db3\u591f\u6b21\u6570\uff0c\u5c31\u53ef\u4ee5\u5f97\u5230\u4f7f\u635f\u5931\u51fd\u6570\u6700\u5c0f\u5316\u7684\u53c2\u6570\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u5f97\u5230\u4e00\u4e2a\u597d\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u5b9e\u9645\u7684\u6df1\u5ea6\u5b66\u4e60\u8fc7\u7a0b\u6bd4\u8fd9\u4e2a\u8981\u590d\u6742\u5f97\u591a\uff0c\u8fd9\u91cc\u53ea\u662f\u7b80\u8981\u4ecb\u7ecd\u4e0b\u5927\u6982\u8fc7\u7a0b\u3002<\/p>\n<p>2012\u5e74\u65f6\uff0c\u8f9b\u987f\u5e26\u9886\u4ed6\u7684\u4e24\u540d\u5b66\u751f Alex Krizhevsky \u548c Ilya Sutskever\uff0c\u5f00\u53d1\u4e86AlexNet \u795e\u7ecf\u7f51\u7edc\uff0c\u53c2\u52a0 ImageNet \u56fe\u50cf\u8bc6\u522b\u5927\u8d5b\uff0c\u7ed3\u679c\u83b7\u5f97\u51a0\u519b\uff0c\u51c6\u786e\u7387\u8fdc\u8fdc\u9ad8\u51fa\u7b2c\u4e8c\u540d\u3002\u968f\u540e\u8f9b\u987f\u548c\u4ed6\u7684\u5b66\u751f\u6210\u7acb\u4e86DNNResearch\u516c\u53f8\uff0c\u4e13\u6ce8\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u7814\u7a76\u3002\u8fd9\u5bb6\u516c\u53f8\u6ca1\u6709\u4efb\u4f55\u4ea7\u54c1\u6216\u8d44\u4ea7\uff0c\u4f46 AlexNet \u7684\u6210\u529f\u5438\u5f15\u4e86\u51e0\u5927\u4e92\u8054\u7f51\u5de8\u5934\u30022012\u5e74\u51ac\u5929\uff0c\u5728\u7f8e\u52a0\u4ea4\u754c\u7684\u592a\u6d69\u6e56\u8fb9\uff0c\u4e00\u573a\u79d8\u5bc6\u7684\u7ade\u62cd\u6b63\u5728\u8fdb\u884c\uff1a\u88ab\u62cd\u5356\u7684\u5bf9\u8c61\u662f\u521a\u6210\u7acb\u4e0d\u4e45\u7684DNNResearch\uff0c\u4e70\u5bb6\u5206\u522b\u662f\u8c37\u6b4c\u3001\u5fae\u8f6f\u3001DeepMind\u548c\u767e\u5ea6\u3002\u6700\u540e\u5728\u8c37\u6b4c\u548c\u767e\u5ea6\u8fd8\u5728\u7ade\u76f8\u62ac\u4ef7\u65f6\uff0c\u8f9b\u987f\u53eb\u505c\u4e86\u62cd\u5356\uff0c\u9009\u62e9\u4ee54400\u4e07\u7f8e\u5143\u5356\u7ed9\u8c37\u6b4c\u30022014\u5e74\uff0c\u8c37\u6b4c\u53c8\u5c06DeepMind\u6536\u5165\u56ca\u4e2d\u30022016\u5e74\uff0c\u91c7\u7528\u7ecf\u5178\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\u548c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7ed3\u5408\u7684AlphaGo\u6218\u80dc\u4e86\u674e\u4e16\u77f3\uff0c\u6b21\u5e74\uff0c\u53c8\u6218\u80dc\u4e86\u4e16\u754c\u56f4\u68cb\u6392\u540d\u7b2c\u4e00\u7684\u67ef\u6d01\uff0cAlphaGo\u5c06\u4eba\u5de5\u667a\u80fd\u548c\u6df1\u5ea6\u5b66\u4e60\u63a8\u5411\u4e86\u4e00\u4e2a\u65b0\u7684\u9ad8\u6f6e\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u56db \u5927\u6a21\u578b<\/h2>\n<p>&nbsp;<\/p>\n<p>2015\u5e74\uff0c\u9a6c\u65af\u514b\u3001Stripe\u7684CTO Greg Brockman\u3001YC\u521b\u6295CEO Sam Altman \u548c Ilya Sutskever\u3001\u7b49\u4eba\u5728\u52a0\u5dde\u7684Resewood\u9152\u5e97\u91cc\u4f1a\u9762\uff0c\u5546\u8bae\u521b\u5efa\u4e00\u5bb6\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\uff0c\u4ee5\u5bf9\u6297\u5927\u578b\u4e92\u8054\u7f51\u516c\u53f8\u5bf9\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u63a7\u5236\u3002\u63a5\u4e0b\u6765\uff0cGreg Brockman \u53c8\u4ece\u8c37\u6b4c\u3001\u5fae\u8f6f\u7b49\u516c\u53f8\u9080\u8bf7\u6765\u4e00\u6279\u7814\u7a76\u4eba\u5458\uff0c\u6210\u7acb\u65b0\u7684\u5b9e\u9a8c\u5ba4\uff0c\u5e76\u547d\u540d\u4e3aOpenAI\u3002Greg Brockman\u3001Sam Altman \u548c Ilya Sutskever \u5206\u522b\u62c5\u4efb OpenAI\u7684\u8463\u4e8b\u957f\u3001CEO \u548c \u9996\u5e2d\u79d1\u5b66\u5bb6\u3002<\/p>\n<p>\u9a6c\u65af\u514b\u548c Sam Altman \u5bf9 OpenAI \u6700\u521d\u7684\u8bbe\u60f3\u662f\u975e\u8425\u5229\u7ec4\u7ec7\uff0c\u5c06\u4eba\u5de5\u667a\u80fd\u6280\u672f\u9762\u5411\u6240\u6709\u4eba\u5f00\u653e\uff0c\u4ee5\u6b64\u5bf9\u6297\u5927\u578b\u4e92\u8054\u7f51\u516c\u53f8\u63a7\u5236\u4eba\u5de5\u667a\u80fd\u6280\u672f\u800c\u5e26\u6765\u7684\u5371\u9669\u6027\u3002\u56e0\u4e3a\u6df1\u5ea6\u5b66\u4e60\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6b63\u5728\u7206\u70b8\u5f0f\u7684\u53d1\u5c55\uff0c\u8c01\u4e5f\u9884\u6599\u4e0d\u5230\u8fd9\u9879\u6280\u672f\u5728\u672a\u6765\u4f1a\u4e0d\u4f1a\u5f62\u6210\u5bf9\u4eba\u7c7b\u7684\u5a01\u80c1\uff0c\u800c\u5f00\u653e\u53ef\u80fd\u662f\u6700\u597d\u7684\u5e94\u5bf9\u65b9\u5f0f\u3002\u800c\u540e\u67652019\u5e74OpenAI\u4e3a\u4e86\u878d\u8d44\u53d1\u5c55\u6280\u672f\u800c\u9009\u62e9\u6210\u7acb\u76c8\u5229\u5b50\u516c\u53f8\uff0c\u5e76\u95ed\u6e90\u5176\u6838\u5fc3\u6280\u672f\uff0c\u8fd9\u662f\u540e\u8bdd\u3002<\/p>\n<p>2017\u5e74\uff0c\u8c37\u6b4c\u7684\u5de5\u7a0b\u5e08\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u540d\u4e3a\u300aAttention is all you need\u300b\uff0c\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\u63d0\u51fa\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/ja\/transformer\/\">Transformer<\/a> \u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u8be5\u67b6\u6784\u7684\u7279\u70b9\u662f\u5c06\u4eba\u7c7b\u7684\u6ce8\u610f\u529b\u673a\u5236\u5f15\u5165\u5230\u4e86\u795e\u7ecf\u7f51\u7edc\u4e2d\u3002\u524d\u6587\u8bf4\u5230\u7684\u56fe\u50cf\u8bc6\u522b\u662f\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u4e00\u79cd\u573a\u666f\uff0c\u56fe\u50cf\u6570\u636e\u662f\u79bb\u6563\u6570\u636e\uff0c\u4e4b\u95f4\u6ca1\u6709\u5173\u8054\u3002\u800c\u73b0\u5b9e\u751f\u6d3b\u4e2d\u8fd8\u6709\u53e6\u5916\u4e00\u79cd\u573a\u666f\uff0c\u5c31\u662f\u5904\u7406\u65f6\u5e8f\u578b\u6570\u636e\uff0c\u6bd4\u5982\u6587\u672c\uff0c\u6587\u5b57\u7684\u4e0a\u4e0b\u6587\u662f\u6709\u5173\u8054\u7684\uff0c\u8fd8\u6709\u8bed\u97f3\u3001\u89c6\u9891\u7b49\uff0c\u90fd\u662f\u65f6\u5e8f\u578b\u6570\u636e\u3002\u8fd9\u79cd\u65f6\u5e8f\u578b\u6570\u636e\u53eb\u5e8f\u5217\uff08sequence\uff09\uff0c\u5e76\u4e14\u5b9e\u9645\u4efb\u52a1\u4e2d\u5f80\u5f80\u662f\u5c06\u4e00\u4e2a\u5e8f\u5217\u8f6c\u6362\u6210\u53e6\u5916\u4e00\u4e2a\u5e8f\u5217\uff0c\u6bd4\u5982\u7ffb\u8bd1\uff0c\u5c06\u4e00\u6bb5\u4e2d\u6587\u7ffb\u8bd1\u6210\u4e00\u6bb5\u82f1\u6587\uff0c\u8fd8\u6709\u673a\u5668\u4eba\u95ee\u7b54\uff0c\u5c06\u4e00\u6bb5\u95ee\u9898\u8f6c\u6362\u6210\u4e00\u6bb5\u667a\u80fd\u751f\u6210\u7684\u56de\u7b54\uff0c\u56e0\u6b64\u8981\u7528\u5230\u8f6c\u6362\u5668\uff08Transformer\uff09\uff0c\u8fd9\u4e5f\u662fTransformer \u540d\u79f0\u7684\u7531\u6765\u3002\u524d\u6587\u8bf4\u5230\uff0c\u4e00\u4e2a\u795e\u7ecf\u5143\u7684\u6fc0\u53d1\u662f\u7531\u5b83\u8fde\u63a5\u7684\u8f93\u5165\u6570\u636e\u52a0\u6743\u548c\u51b3\u5b9a\u7684\uff0c\u6743\u91cd\u4ee3\u8868\u4e86\u8fde\u63a5\u7684\u5f3a\u5ea6\u3002\u5728\u65f6\u5e8f\u6570\u636e\u4e2d\uff0c\u6bcf\u4e2a\u5143\u7d20\u7684\u6743\u91cd\u4e5f\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u8fd9\u8ddf\u6211\u4eec\u65e5\u5e38\u751f\u6d3b\u7684\u7ecf\u9a8c\u662f\u4e00\u81f4\u7684\uff0c\u6bd4\u5982\u770b\u4e0b\u9762\u8fd9\u6bb5\u8bdd\uff1a<\/p>\n<blockquote><p>\u7814\u8868\u7a76\u660e\uff0c\u6c49\u5b57\u7684\u5e8f\u987a\u5e76\u4e0d\u5b9a\u4e00\u80fd\u5f71\u9605\u54cd\u8bfb\uff0c\u6bd4\u5982\u5f53\u4f60\u5b8c\u770b\u8fd9\u53e5\u8bdd\u540e\uff0c\u624d\u53d1\u8fd9\u73b0\u91cc\u7684\u5b57\u5168\u662f\u90fd\u4e71\u7684\u3002<\/p><\/blockquote>\n<p>&nbsp;<\/p>\n<p>\u4e0d\u4ec5\u662f\u6c49\u5b57\uff0c\u82f1\u8bed\u7b49\u5176\u4ed6\u4eba\u7c7b\u8bed\u8a00\u540c\u6837\u5982\u6b64\u3002\u8fd9\u662f\u56e0\u4e3a\u6211\u4eec\u7684\u5927\u8111\u4f1a\u81ea\u52a8\u5224\u65ad\u53e5\u5b50\u91cc\u5b57\u8bcd\u7684\u6743\u91cd\uff0c\u5728\u5197\u6742\u7684\u4fe1\u606f\u91cc\u6293\u4e2d\u91cd\u70b9\uff0c\u8fd9\u5c31\u662f\u6ce8\u610f\u529bAttention\u3002\u8c37\u6b4c\u5de5\u7a0b\u5e08\u5c06\u6ce8\u610f\u529b\u673a\u5236\u5f15\u5165\u5230\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4e2d\uff0c\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u4f7f\u5f97\u673a\u5668\u53ef\u4ee5\u201c\u7406\u89e3\u201d\u4eba\u7c7b\u8bed\u8a00\u7684\u610f\u56fe\u3002\u968f\u540e2018\u5e74\uff0cOpenAI\u57fa\u4e8eTransformer\u67b6\u6784\u53d1\u5e03\u4e86GPT-1\uff0c2019\u5e74\u53d1\u5e03GPT-2\uff0c2020\u5e74\u53d1\u5e03GPT-3\uff0c2022\u5e74\u5e95\u57fa\u4e8eGPT-3.5\u53d1\u5e03\u4e86ChatGPT\u4eba\u5de5\u667a\u80fd\u95ee\u7b54\u7a0b\u5e8f\uff0c\u5b83\u7684\u5bf9\u8bdd\u80fd\u529b\u8ba9\u4eba\u9707\u60ca\uff0c\u4eba\u5de5\u667a\u80fd\u4e5f\u5411\u7740AGI\u65b9\u5411\u8fc8\u8fdb\u4e86\u4e00\u5927\u6b65\u3002<\/p>\n<p>GPT\u5168\u79f0\u662f Generative Pre-trained Transformer, Generative \u751f\u6210\u5f0f\u8868\u660e\u5b83\u7684\u80fd\u529b\uff0c\u80fd\u591f\u751f\u6210\u65b0\u5185\u5bb9\uff0cTransformer \u662f\u5b83\u7684\u57fa\u7840\u67b6\u6784\uff0c\u800c\u4e2d\u95f4\u7684 Pre-trained \u8868\u660e\u5b83\u7684\u8bad\u7ec3\u65b9\u5f0f\u662f\u9884\u8bad\u7ec3\u3002\u4e3a\u4ec0\u4e48\u53eb\u9884\u8bad\u7ec3\u5462\uff1f\u8fd9\u662f\u56e0\u4e3a\uff0c\u4eceAlexNet\u5f00\u59cb\uff0c\u4eba\u4eec\u4e3a\u4e86\u53d6\u5f97\u66f4\u597d\u7684\u6548\u679c\uff0c\u5728\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u4e2d\u5f00\u59cb\u91c7\u7528\u66f4\u5927\u7684\u6570\u636e\u548c\u66f4\u591a\u7684\u53c2\u6570\uff0c\u800c\u8fd9\u4e5f\u610f\u5473\u7740\u8bad\u7ec3\u7684\u8d44\u6e90\u548c\u8017\u65f6\u4e5f\u8d8a\u6765\u8d8a\u5927\u3002\u8fd9\u79cd\u6210\u672c\u5bf9\u4e8e\u8bad\u7ec3\u7279\u5b9a\u4efb\u52a1\u6709\u4e9b\u9ad8\uff0c\u4e14\u4e0d\u80fd\u4e0e\u5176\u4ed6\u795e\u7ecf\u7f51\u7edc\u5171\u4eab\uff0c\u6709\u4e9b\u6d6a\u8d39\u3002\u56e0\u6b64\uff0c\u4e1a\u754c\u5f00\u59cb\u91c7\u7528\u4e00\u79cd\u9884\u8bad\u7ec3+\u5fae\u8c03\u7684\u65b9\u5f0f\u6765\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u5373\u5148\u5728\u8f83\u5927\u7684\u6570\u636e\u96c6\u4e0a\u5b8c\u6210\u901a\u7528\u5927\u6a21\u578b\u7684\u8bad\u7ec3\uff0c\u7136\u540e\u5728\u5177\u4f53\u7684\u4efb\u52a1\u573a\u666f\u7528\u8f83\u5c0f\u7684\u6570\u636e\u96c6\u5b8c\u6210\u6a21\u578b\u5fae\u8c03\u3002ChatGPT\u91c7\u7528\u4e86\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement learning from human feedback\uff0c RLHF\uff09\u6765\u8fdb\u884c\u9884\u8bad\u7ec3\u5fae\u8c03\uff0c\u5206\u6210\u4e09\u4e2a\u6b65\u9aa4\uff1a\u7b2c\u4e00\u6b65\uff0c\u9884\u8bad\u7ec3\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\uff08LM\uff09\uff1b\u7b2c\u4e8c\u6b65\uff0c\u6536\u96c6\u95ee\u7b54\u6570\u636e\u5e76\u8bad\u7ec3\u4e00\u4e2a\u5956\u52b1\u6a21\u578b\uff08Reward Model\uff0cRM\uff09\uff1b\u7b2c\u4e09\u6b65\uff0c\u7528\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u65b9\u5f0f\u5fae\u8c03\u8bed\u8a00\u6a21\u578b\uff08LM\uff09\u3002\u8fd9\u4e2a\u5956\u52b1\u6a21\u578b\u5305\u542b\u4e86\u4eba\u5de5\u53cd\u9988\uff0c\u56e0\u6b64\u8bad\u7ec3\u8fc7\u7a0b\u79f0\u4e3aRLHF\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2570\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/ecb2d84c76516da.png\" width=\"3145\" height=\"1675\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-11\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-11\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/ecb2d84c76516da.png 3145w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/ecb2d84c76516da-300x160.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/ecb2d84c76516da-1024x545.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/ecb2d84c76516da-768x409.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/ecb2d84c76516da-1536x818.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/ecb2d84c76516da-2048x1091.png 2048w\" sizes=\"auto, (max-width: 3145px) 100vw, 3145px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u7528\u6237\u5728\u4f7f\u7528ChatGPT\u8fc7\u7a0b\u4e2d\uff0c\u9664\u4e86\u8d5e\u53f9\u5b83\u7684\u51c6\u786e\u5ea6\u5916\uff0c\u8fd8\u88ab\u591a\u8f6e\u5bf9\u8bdd\u7684\u80fd\u529b\u6240\u6298\u670d\u3002\u6839\u636e\u795e\u7ecf\u7f51\u7edc\u7684\u5e95\u5c42\u63a2\u6790\uff0c\u6211\u4eec\u770b\u5230\u6bcf\u6b21\u63a8\u7406\u8fc7\u7a0b\u662f\u4ece\u8f93\u5165\u7ecf\u5404\u795e\u7ecf\u5143\u52a0\u6743\u548c\u6fc0\u6d3b\u5230\u8f93\u51fa\uff0c\u662f\u6ca1\u6709\u8bb0\u5fc6\u80fd\u529b\u7684\u3002\u800cChatGPT\u4e4b\u6240\u4ee5\u591a\u8f6e\u5bf9\u8bdd\u6548\u679c\u597d\uff0c\u662f\u56e0\u4e3a\u5b83\u5728\u5bf9\u8bdd\u7ba1\u7406\u4e2d\u4f7f\u7528\u4e86Prompt Engineering\u7684\u6280\u672f\u3002<\/p>\n<p>\u5bf9\u4e8eChatGPT\u7b49\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bf4\uff0c\u5b83\u7684\u8f93\u5165\u662f\u7ecf\u8fc7\u5c06\u4e00\u4e32\u6587\u5b57\u8f6c\u6362\u7684token\uff0c\u800c\u5927\u6a21\u578b\u56e0\u4e3a\u8ba1\u7b97\u6548\u7387\u548c\u5185\u5b58\u9650\u5236\uff0c\u4e00\u822c\u4f1a\u8bbe\u8ba1\u56fa\u5b9a\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u9650\u5236\u8f93\u5165token\u7684\u6570\u91cf\u3002\u6587\u672c\u9996\u5148\u4f1a\u88ab\u5206\u8bcd\u5668\uff08tokenizer\uff09\u5206\u8bcd\uff0c\u5e76\u901a\u8fc7\u67e5\u8868\u7f16\u53f7\uff0c\u7136\u540eembedding\u5230\u77e9\u9635\u4e2d\u53d8\u6210\u9ad8\u7ef4\u7a7a\u95f4\u5411\u91cf\uff0c\u8fd9\u662f\u6587\u672c\u5411\u91cf\u5316\u7684\u8fc7\u7a0b\uff0c\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2603\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/0ab627101f7055f.png\" width=\"880\" height=\"381\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-12\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-12\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/0ab627101f7055f.png 880w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/0ab627101f7055f-300x130.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/0ab627101f7055f-768x333.png 768w\" sizes=\"auto, (max-width: 880px) 100vw, 880px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u7531\u4e8etoken\u6570\u7684\u9650\u5236\uff0c\u56e0\u6b64\u8981\u5728\u6709\u9650\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u5c06\u66f4\u5168\u9762\u7684\u4fe1\u606f\u544a\u8bc9\u5927\u6a21\u578b\uff0c\u5c31\u8fd9\u9700\u8981\u7528\u5230Prompt Engineering\u63d0\u793a\u5de5\u7a0b\u6280\u672f\u3002\u63d0\u793a\u5de5\u7a0b\u5229\u7528\u4e00\u4e9b\u7b56\u7565\u6765\u4f18\u5316\u6a21\u578b\u8f93\u5165\uff0c\u4ee5\u4fbf\u8ba9\u6a21\u578b\u4ea7\u751f\u66f4\u7b26\u5408\u671f\u671b\u7684\u8f93\u51fa\u3002<\/p>\n<p>ChatGPT\u7684\u6210\u529f\u80cc\u540e\u662f\u4ee5GPT\u4e3a\u4ee3\u8868\u7684\u5927\u6a21\u578b\u7684\u6280\u672f\u6f14\u8fdb\uff0cOpenAI\u76f8\u4fe1\u5927\u529b\u51fa\u5947\u8ff9\uff0c\u4e0d\u65ad\u6269\u5927GPT\u7684\u53c2\u6570\uff0cGPT-1\u6a21\u578b\u53c2\u6570\u67091.17\u4ebf\uff0cGPT-2\u6a21\u578b\u53c2\u6570\u63d0\u9ad8\u5230\u4e8615\u4ebf\uff0cGPT-3\u8fbe\u5230\u4e861750\u4ebf\uff0c\u800cGPT-4\u7684\u6a21\u578b\u53c2\u6570\u636e\u79f0\u67091.8\u4e07\u4ebf\u3002\u66f4\u591a\u7684\u6a21\u578b\u53c2\u6570\u4e5f\u5c31\u610f\u5473\u7740\u9700\u8981\u66f4\u5927\u7684\u7b97\u529b\u6765\u652f\u6301\u8bad\u7ec3\uff0cOpenAI\u56e0\u6b64\u603b\u7ed3\u4e86\u201cScaling Law\u201d\uff0c\u79f0\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u6a21\u578b\u5927\u5c0f\u3001\u6570\u636e\u91cf\u548c\u8ba1\u7b97\u8d44\u6e90\u6709\u5173\uff0c\u7b80\u5355\u7684\u8bf4\u5c31\u662f\uff0c\u6a21\u578b\u8d8a\u5927\u3001\u6570\u636e\u91cf\u8d8a\u5927\u3001\u8ba1\u7b97\u8d44\u6e90\u8d8a\u5927\uff0c\u6a21\u578b\u7684\u6027\u80fd\u5c31\u8d8a\u597d\u3002\u5f3a\u5316\u5b66\u4e60\u4e4b\u7236Rich Sutton\u5728\u4ed6\u7684\u6587\u7ae0\u300a\u82e6\u6da9\u7684\u6559\u8bad\u300b(the Bitter Lesson)\u4e2d\u4e5f\u8868\u8fbe\u4e86\u7c7b\u4f3c\u7684\u89c2\u70b9\uff0c\u4ed6\u56de\u987e\u4eba\u5de5\u667a\u80fd\u8fd1\u51e0\u5341\u5e74\u7684\u53d1\u5c55\u8def\u7a0b\uff0c\u603b\u7ed3\u8bf4\u77ed\u671f\u5185\u4eba\u4eec\u603b\u662f\u8bd5\u56fe\u901a\u8fc7\u6784\u5efa\u77e5\u8bc6\u6765\u63d0\u5347\u667a\u80fd\u4f53\u7684\u6027\u80fd\uff0c\u4f46\u957f\u671f\u770b\u5f3a\u5927\u7684\u7b97\u529b\u624d\u662f\u738b\u9053\u3002<\/p>\n<p>\u5927\u6a21\u578b\u7684\u80fd\u529b\u4e5f\u7531\u91cf\u53d8\u8f6c\u4e3a\u8d28\u53d8\uff0c\u8c37\u6b4c\u9996\u5e2d\u79d1\u5b66\u5bb6Jeff Dean\u79f0\u5b83\u4e3a\u5927\u6a21\u578b\u7684\u201c\u6d8c\u73b0\u80fd\u529b\u201d(Emergent abilities)\u3002\u5e02\u573a\u770b\u5230\u4e86\u8fd9\u4e2a\u673a\u4f1a\uff0c\u4e00\u65b9\u9762\uff0c\u5404\u5927\u5382\u5546\u5728\u5927\u6a21\u578b\u6295\u8d44\u4e0a\u5448\u73b0\u519b\u5907\u7ade\u8d5b\u4e4b\u6001\uff0c\u53e6\u4e00\u65b9\u9762\uff0c\u5927\u6a21\u578b\u7684\u5f00\u6e90\u751f\u6001\u4e5f\u5982\u706b\u5982\u837c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u4e94 Hugging Face<\/h2>\n<p>&nbsp;<\/p>\n<p>2016\u5e74\uff0c\u6cd5\u56fd\u4ebaCl\u00e9ment Delangue\u3001Julien Chaumond\u548cThomas Wolf\u6210\u7acb\u4e86\u4e00\u5bb6\u516c\u53f8\uff0c\u8d77\u540d\u4e3aHugging Face\uff0c\u5e76\u4ee5\u8be5emoji\u56fe\u6807\u4e3a\u516c\u53f8Logo. Hugging Face\u6700\u521d\u5f00\u53d1\u9762\u5411\u5e74\u8f7b\u4eba\u7684\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u540e\u4ed6\u4eec\u5728\u8bad\u7ec3\u6a21\u578b\u7684\u8fc7\u7a0b\u4e2d\u5f00\u53d1\u4e86\u4e9b\u6a21\u578b\u8bad\u7ec3\u5de5\u5177\u5e76\u5c06\u5b83\u4eec\u5f00\u6e90\uff0c\u540e\u6765\u4ed6\u4eec\u751a\u81f3\u8c03\u8f6c\u91cd\u5fc3\u6765\u505a\u540e\u8005\uff0c\u8fd9\u79cd\u770b\u4f3c\u201c\u4e0d\u52a1\u6b63\u4e1a\u201d\u7684\u505a\u6cd5\u5374\u5c06\u4ed6\u4eec\u5e26\u5165\u4e86\u4e00\u4e2a\u65b0\u7684\u8d5b\u9053\uff0c\u6210\u4e3a\u4e86\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e0d\u53ef\u6216\u7f3a\u7684\u89d2\u8272\u3002<\/p>\n<p>\u7845\u8c37\u6709\u5f88\u591a\u4f01\u4e1a\u90fd\u662f\u5728\u526f\u4e1a\u4e0a\u505a\u51fa\u6210\u5c31\uff0c\u6bd4\u5982Slack\u539f\u6765\u5f00\u53d1\u6e38\u620f\uff0c\u516c\u53f8\u56e2\u961f\u5206\u5e03\u591a\u5730\uff0c\u5728\u8fd0\u4f5c\u8fc7\u7a0b\u4e2d\u5f00\u53d1\u4e86\u4e00\u6b3e\u4ea4\u6d41\u5de5\u5177\u7ed3\u679c\u4e0d\u5c0f\u5fc3\u706b\u4e86\uff0c\u5c31\u662fSlack\u3002\u800cHugging Face\u7684\u8f6c\u5411\u4e5f\u7c7b\u4f3c\uff0c\u4e5f\u662f\u4e3a\u4e86\u89e3\u51b3\u81ea\u5df1\u7684\u75db\u70b9\uff0c2018\u5e74\uff0c\u8c37\u6b4c\u53d1\u5e03\u4e86\u5927\u6a21\u578bBERT\uff0c\u800cHugging Face\u7684\u5458\u5de5\u4fbf\u7528\u4e86\u4ed6\u4eec\u719f\u6089\u7684Pytorch\u6846\u67b6\u5b9e\u73b0\u4e86BERT\uff0c\u5c06\u6a21\u578b\u53d6\u540d\u4e3apytorch-pretrained-bert\uff0c\u5e76\u5c06\u5b83\u5f00\u6e90\u5230\u4e86GitHub\u3002\u540e\u6765\u5728\u793e\u533a\u7684\u5e2e\u52a9\u4e0b\uff0c\u53c8\u5f15\u5165\u4e86GPT\u3001GPT-2\u3001Transformer-XL\u7b49\u4e00\u6279\u6a21\u578b\uff0c\u8be5\u9879\u76ee\u4fbf\u66f4\u540d\u4e3apytorch-transformers\u3002\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u4e00\u76f4\u5b58\u5728\u7740\u4e24\u5927\u6846\u67b6Pytorch\u548cTensorFlow\u4e4b\u95f4\u7684\u7ade\u4e89\uff0c\u800c\u7814\u7a76\u4eba\u5458\u4e3a\u4e86\u6bd4\u8f83\u4e24\u4e2a\u6846\u67b6\u7684\u4f18\u52a3\uff0c\u7ecf\u5e38\u5728\u4e24\u4e2a\u6846\u67b6\u95f4\u5207\u6362\uff0c\u56e0\u6b64\u8be5\u5f00\u6e90\u9879\u76ee\u53c8\u589e\u52a0\u4e86\u4e24\u4e2a\u6846\u67b6\u95f4\u7684\u5207\u6362\u529f\u80fd\uff0c\u9879\u76ee\u540d\u79f0\u4e5f\u6539\u6210\u4e86Transformers\u3002Transformers\u4e5f\u6210\u4e86GitHub\u4e0a\u589e\u957f\u6700\u5feb\u7684\u9879\u76ee\u3002<\/p>\n<p>Hugging Face\u7ee7\u7eed\u5f00\u53d1\u4e86\u5e76\u5f00\u6e90\u4e86\u5176\u4ed6\u4e00\u7cfb\u5217\u7684\u673a\u5668\u5b66\u4e60\u5de5\u5177\uff1aDatasets\u3001Tokenizer\u3001Diffusers\u2026\u2026\u8fd9\u4e9b\u5de5\u5177\u4e5f\u89c4\u8303\u4e86AI\u5f00\u53d1\u7684\u6d41\u7a0b\uff0c\u5728Hugging Face\u4e4b\u524d\uff0c\u53ef\u4ee5\u8bf4AI\u5f00\u53d1\u4ee5\u7814\u7a76\u4eba\u5458\u4e3a\u4e3b\uff0c\u6ca1\u6709\u4e00\u5957\u89c4\u8303\u7684\u5de5\u7a0b\u5316\u65b9\u6cd5\uff0cHugging Face\u5219\u63d0\u4f9b\u4e86\u5b8c\u5584\u7684AI\u5de5\u5177\u96c6\u5e76\u5efa\u7acb\u4e86\u4e00\u5957\u4e8b\u5b9e\u6807\u51c6\uff0c\u4e5f\u4f7f\u5f97\u66f4\u591a\u7684AI\u5f00\u53d1\u8005\u751a\u81f3\u662f\u975eAI\u4ece\u4e1a\u8005\u53ef\u4ee5\u5feb\u901f\u4e0a\u624b\u5e76\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2571\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/dd1708e285334a6.png\" width=\"2548\" height=\"1496\" alt=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-13\" title=\"\u4ece\u795e\u7ecf\u7f51\u7edc\u5230 Hugging Face\u2014\u2014\u795e\u7ecf\u7f51\u7edc\u548c\u6df1\u5ea6\u5b66\u4e60\u7b80\u53f2-13\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/dd1708e285334a6.png 2548w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/dd1708e285334a6-300x176.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/dd1708e285334a6-1024x601.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/dd1708e285334a6-768x451.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/dd1708e285334a6-1536x902.png 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/03\/dd1708e285334a6-2048x1202.png 2048w\" sizes=\"auto, (max-width: 2548px) 100vw, 2548px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u63a5\u7740\uff0cHugging Face\u53c8\u57fa\u4e8eGit\u548cGit LFS\u6280\u672f\u63a8\u51fa\u4e86\u6258\u7ba1\u6a21\u578b\u3001\u6570\u636e\u96c6\u3001AI\u5e94\u7528\u7684Hugging Face Hub\uff0c\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u5e73\u53f0\u4e0a\u5df2\u7ecf\u6258\u7ba1\u4e8635\u4e07\u6a21\u578b\u30017.5\u4e07\u6570\u636e\u96c6\u548c15\u4e07\u4e2aAI\u5e94\u7528\u793a\u4f8b\u3002\u6258\u7ba1\u5e76\u5f00\u6e90\u6a21\u578b\u548c\u6570\u636e\u96c6\uff0c\u5e76\u5efa\u7acb\u5168\u7403\u7684\u5f00\u6e90\u4ed3\u5e93\u4e2d\u5fc3\u8fd9\u9879\u5de5\u4f5c\u5bcc\u6709\u521b\u610f\u4e14\u610f\u4e49\u6df1\u8fdc\u3002\u4e0a\u6587\u63d0\u5230\uff0c\u9884\u8bad\u7ec3+\u5fae\u8c03\u7684\u65b9\u5f0f\u4fc3\u8fdb\u4e86\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u8d44\u6e90\u7684\u5171\u4eab\uff0c\u800cHugging Face 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