{"id":1929,"date":"2024-10-11T15:05:39","date_gmt":"2024-10-11T07:05:39","guid":{"rendered":"https:\/\/www.niuniucard.com\/blog\/?p=1929"},"modified":"2024-10-11T15:05:39","modified_gmt":"2024-10-11T07:05:39","slug":"%e8%af%ba%e8%b4%9d%e5%b0%94%e5%a5%96%e5%bf%ab%e8%a2%ab-ai-%e5%8c%85%e5%9c%86%e4%ba%86%ef%bc%8c%e8%bf%9910-%e4%b8%aa%e5%86%b7%e7%9f%a5%e8%af%86%e5%b8%a6%e4%bd%a0%e9%87%8d%e6%96%b0%e8%ae%a4%e8%af%86-ai","status":"publish","type":"post","link":"\/blog\/archives\/1929","title":{"rendered":"\u8bfa\u8d1d\u5c14\u5956\u5feb\u88ab AI \u5305\u5706\u4e86\uff0c\u8fd910 \u4e2a\u51b7\u77e5\u8bc6\u5e26\u4f60\u91cd\u65b0\u8ba4\u8bc6 AI \u6559\u7236"},"content":{"rendered":"\n<p>\u4e0d\u662f\u771f\u00b7\u7269\u7406\u5b66\u5bb6<\/p>\n\n\n\n<p>\u4eca\u5e74\u7684\u8bfa\u8d1d\u5c14\u5316\u5b66\u5956\u548c\u7269\u7406\u5b66\u5956\uff0c\u9881\u7ed9\u4e86\u4e24\u4e2a\u505a\u4eba\u5de5\u667a\u80fd\u7684\u4eba\u7269\uff1a\u4e00\u4f4d\u662f DeepMind \u521b\u59cb\u4eba Demis Hassabis\uff0c\u53e6\u4e00\u4f4d\u5219\u662f AI \u6559\u7236 Geoffrey Hinton\u3002<\/p>\n\n\n\n<p>\u6bd4\u5f97\u5956\u66f4\u6709\u610f\u601d\u7684\uff0c\u662f\u5f97\u5956\u4eba\u80cc\u540e\u7684\u6545\u4e8b\uff1a\u5f53\u5e74 DeepMind \u8fd8\u53ea\u662f\u4e2a\u4e0d\u4e3a\u4eba\u77e5\u7684\u5c0f\u516c\u53f8\u65f6\uff0c\u5c31\u80c6\u6562\u548c\u767e\u5ea6\u3001\u5fae\u8f6f\u3001Google \u4e09\u5de8\u5934\uff0c\u4e89\u62a2\u8fd9\u4f4d\u6559\u7236\uff0c\u5c3d\u7ba1\u7ed3\u679c\u80af\u5b9a\u662f\u4e89\u4e0d\u8fc7\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7ffb\u4e86\u7ffb\u5404\u5927\u5a92\u4f53\u62a5\u9053\u548c\u7845\u8c37\u53f2\u8bb0\uff0c\u627e\u5230\u4e86\u66f4\u591a\u8ddf Hinton \u6709\u8da3\u7684\u51b7\u77e5\u8bc6\u2014\u2014\u4e0d\u5f97\u4e0d\u8bf4\uff0c\u8fd9\u4e2a\u4eba\u7269\uff0c\u53ef\u6bd4\u7269\u7406\u6709\u610f\u601d\u591a\u4e86\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e0d\u662f\u771f\u00b7\u7269\u7406\u5b66\u5bb6<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>\u8fd9\u4e00\u70b9\u73b0\u5728\u5df2\u7ecf\u4eba\u5c3d\u7686\u77e5\u4e86\ufffd\ufffd \u672c\u6b21\u7269\u7406\u5b66\u5956\u4e4b\u4e00 John Hopfield \u786e\u5b9e\u662f\u7269\u7406\u5b66\u51fa\u8eab\u2014\u2014\u867d\u7136\u4ed6\u73b0\u5728\u5728\u666e\u6797\u65af\u987f\uff0c\u662f\u5206\u5b50\u751f\u7269\u5b66\u6559\u6388\u3002<\/p>\n\n\n\n<p>\u800c Geoffery Hinton \u5219\u662f\u77e5\u540d\u7684\u300c\u4eba\u5de5\u667a\u80fd\u6559\u7236\u300d\uff0c\u4ed6\u5728\u795e\u7ecf\u7f51\u7edc\u4e0a\u7684\u7814\u7a76\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u5b9e\u9645\u4e0a\uff0c\u4e24\u4eba\u7684\u7814\u7a76\u90fd\u8ddf\u7269\u7406\u5b66\u6709\u6240\u8054\u7cfb\u3002Hopfield \u521b\u9020\u4e86\u4e00\u79cd\u8054\u60f3\u50a8\u5b58\u5668\uff0c\u53ef\u4ee5\u5b58\u50a8\u548c\u91cd\u5efa\u56fe\u50cf\u4ee5\u53ca\u6570\u636e\u4e2d\u5176\u5b83\u7c7b\u578b\u6a21\u5f0f\uff0c\u8fd9\u5957\u7406\u8bba\u7684\u57fa\u7840\uff0c\u6b63\u662f\u7269\u7406\u5b66\u4e2d\u7684\u81ea\u65cb\u7cfb\u7edf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"680\" height=\"446\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724721-1.png\" alt=\"\" class=\"wp-image-1931\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724721-1.png 680w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724721-1-300x197.png 300w\" sizes=\"auto, (max-width: 680px) 100vw, 680px\" \/><\/figure>\n\n\n\n<p>Geoffrey Hinton \u53d1\u660e\u7684\u73bb\u5c14\u5179\u66fc\u673a\uff0c\u7075\u611f\u6765\u81ea\u4e8e\u7edf\u8ba1\u7269\u7406\u5b66\uff0c\u5f15\u5165\u4e86\u4e00\u79cd\u7528\u4e8e\u6a21\u5f0f\u8bc6\u522b\u7684\u6982\u7387\u6a21\u578b\u3002\u5728\u7406\u8bba\u4e0a\uff0c\u5b83\u7684\u8bad\u7ec3\u7b97\u6cd5\u3001\u52a8\u529b\u5b66\u539f\u7406\uff0c\u90fd\u4e0e\u7b80\u5355\u7269\u7406\u8fc7\u7a0b\u6709\u6240\u76f8\u4f3c\u3002\u73bb\u5c14\u5179\u66fc\u673a\u8ddf Hopfield \u7f51\u7edc\u7d27\u5bc6\u76f8\u5173\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"273\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724722-1.png\" alt=\"\" class=\"wp-image-1932\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724722-1.png 500w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724722-1-300x164.png 300w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/><\/figure>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u83b7\u5f97\u7269\u7406\u5b66\u8fd9\u4e2a\u5956\u9879\u7740\u5b9e\u4ee4\u4e24\u4eba\u90fd\u975e\u5e38\u5403\u60ca\uff0cHinton \u751a\u81f3\u6ca1\u6709\u60f3\u8fc7\u81ea\u5df1\u4f1a\u88ab\u63d0\u540d\u3002\u4ed6\u5f88\u9ad8\u5174\u8bfa\u5956\u59d4\u5458\u4f1a\u80fd\u770b\u5230\u4ed6\u548c Hopfield \u7684\u7814\u7a76\u4e2d\uff0c\u7269\u7406\u5b66\u6240\u5e26\u6765\u7684\u542f\u53d1\u3002<\/p>\n\n\n\n<p>\u53ea\u4e0d\u8fc7\u5728\u6700\u8fd1\uff0c\u57fa\u4e8e LLM \u7684\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4e0e\u7269\u7406\u5b66\u5173\u8054\u4e0d\u592a\u591a\u4e86\uff0c\u6240\u4ee5\u5f97\u5956\u4e00\u4e8b\u8ba9\u4eba\u975e\u5e38\u610f\u5916\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u66fe\u7ecf\u7684\u5b66\u6e23\uff0c\u5982\u4eca\u7684\u6559\u7236<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>\u65e9\u5e74\u95f4 Hinton \u4e5f\u5c1d\u8bd5\u8fc7\u7269\u7406\u5b66\uff0c\u4f46\u76f4\u63a5\u88ab\u91cc\u9762\u590d\u6742\u7684\u6570\u5b66\u529d\u9000\u4e86\u3002\u751a\u81f3\u5230\u540e\u6765\u505a\u673a\u5668\u5b66\u671f\u7684\u65f6\u5019\uff0c\u4ed6\u8fd8\u662f\u4f1a\u7ecf\u5e38\u8df3\u8fc7\u6570\u5b66\u6f14\u7b97\u7684\u90e8\u5206\uff0c\u76f4\u63a5\u770b\u8bba\u8bc1\u3002<\/p>\n\n\n\n<p>\u76f4\u5230\u6307\u5bfc Yann LeCun \u7684\u8bba\u6587\u65f6\uff0c\u4ed6\u56e0\u4e3a\u5b8c\u5168\u4e0d\u61c2\u6cd5\u8bed\uff0c\u53ea\u80fd\u53cd\u8fc7\u6765\u2014\u2014\u8df3\u8fc7\u8bba\u8ff0\uff0c\u53ea\u770b\u6570\u5b66\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u7b54\u8fa9\u65f6\uff0cHinton \u7528\u82f1\u8bed\u63d0\u95ee\uff0cLeCun \u7528\u6cd5\u8bed\u56de\u7b54\uff0c\u4e24\u4eba\u5c45\u7136\u4ea4\u6d41\u81ea\u5982\u3002\u8fd9\u662f\u57fa\u4e8e\u4ed6\u4eec\u5bf9\u795e\u7ecf\u7f51\u7edc\u5171\u540c\u7684\u4fe1\u5ff5\uff0cLeCun \u8bf4\uff0c\u804a\u5929\u65f6\u4ed6\u611f\u89c9 Hinton \u6b63\u5728\u5b8c\u6210\u4ed6\u7684\u53e5\u5b50\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"678\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724723-1-1024x678.png\" alt=\"\" class=\"wp-image-1933\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724723-1-1024x678.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724723-1-300x199.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724723-1-768x508.png 768w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724723-1.png 1080w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u82f1\u5f0f\u51b7\u5e7d\u9ed8\u5927\u5e08<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>\u4f46\u51e1\u770b\u8fc7 Hinton \u7684\u6f14\u8bb2\u89c6\u9891\uff0c\u90fd\u4f1a\u88ab\u4ed6\u7684\u82f1\u5f0f\u51b7\u5e7d\u9ed8\u6298\u670d\u3002\u4e00\u4f4d\u540d\u53eb Aapo Hyv\u00e4rinen \u7684\u7814\u7a76\u4eba\u5458\uff0c\u66fe\u7ecf\u5728\u53d1\u8868\u5b66\u672f\u8bba\u6587\u65f6\u5728\u81f4\u8c22\u4e00\u680f\u5199\u9053\uff1a<\/p>\n\n\n\n<p>\u672c\u6587\u7684\u57fa\u7840\u60f3\u6cd5\u662f\u5728\u4e0e Geoffrey Hinton \u7684\u8ba8\u8bba\u4e2d\u63d0\u51fa\u7684\uff0c\u4f46\u4ed6\u672c\u4eba\u4e0d\u613f\u610f\u6210\u4e3a\u5408\u8457\u8005\uff0c\u56e0\u4e3a\u8be5\u8bba\u6587\u5305\u542b\u4e86\u592a\u591a\u6570\u5b66\u65b9\u7a0b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u79bb\u90a3\u4e2a\u53eb Sam Altman \u7684\u4eba\u8fdc\u4e00\u70b9<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>\u867d\u7136\u88ab\u79f0\u4e3a\u4eba\u5de5\u667a\u80fd\u6559\u7236\uff0c\u4f46\u662f Hinton \u5728\u8b66\u793a\u4eba\u5de5\u667a\u80fd\u6f5c\u5728\u7684\u5371\u9669\u6027\u4e0a\uff0c\u79f0\u5f97\u4e0a\u662f\u4e0d\u9057\u4f59\u529b\u3002<\/p>\n\n\n\n<p>\u4eca\u5929\u4e0b\u5348\uff0c\u591a\u4f26\u591a\u5927\u5b66\u53ec\u5f00\u7684\u7ebf\u4e0a\u5a92\u4f53\u4f1a\uff0c\u4ed6\u5728\u7ebf\u4e0a\u611f\u8c22\u4e86\u8bfa\u5956\u7ec4\u59d4\u4f1a\uff0c\u4ee5\u53ca\u4e00\u76f4\u4ee5\u6765\u5171\u4e8b\u5bfc\u5e08\u3001\u540c\u4e8b\u548c\u5b66\u751f\uff0c\u5e76\u8bf4\u9053\uff0c\u300c\u6211\u5bf9\u5176\u4e2d\u4e00\u4f4d\u540c\u5b66\u683c\u5916\u81ea\u8c6a\uff0c\u4ed6\u89e3\u96c7\u4e86 Sam Altman\u3002\u300d<\/p>\n\n\n\n<p>\u7f8e\u8054\u793e\u8bb0\u8005\u8ffd\u95ee\u5230\u4e3a\u4ec0\u4e48\u5bf9 Sam Altman \u6709\u5982\u6b64\u8bc4\u4ef7\uff0c\u4ed6\u8868\u793a\uff0cOpenAI \u7684\u521d\u8877\u662f\u5f00\u53d1\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u5e76\u4fdd\u8bc1\u5b83\u662f\u5b89\u5168\u7684 \u3002<\/p>\n\n\n\n<p>\u300c \u4f46\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0cSam Altman \u9010\u6e10\u628a\u5229\u6da6\u7f6e\u4e8e\u5b89\u5168\u4e4b\u4e0a\uff0c \u6211\u89c9\u5f97\u8fd9\u5f88\u4e0d\u5e78\u3002 \u300d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"340\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724724-1.png\" alt=\"\" class=\"wp-image-1934\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724724-1.png 600w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724724-1-300x170.png 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u767e\u5ea6\u79bb\u62ff\u4e0b Hinton \u7684\u300c\u76ae\u5305\u516c\u53f8\u300d\uff0c\u66fe\u7ecf\u53ea\u6709\u4e00\u6b65\u4e4b\u9065<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>Hinton \u6709\u4e24\u6b21\u300c\u521b\u4e1a\u300d\u7684\u7ecf\u5386\u3002\u5f53\u7136\uff0c\u4e0d\u662f\u4e25\u683c\u610f\u4e49\u4e0a\u7684\u521b\u4e1a\uff0c\u66f4\u591a\u50cf\u662f\u628a\u81ea\u5df1\u548c\u5b66\u751f\u7684\u7814\u7a76\u6210\u679c\uff0c\u5f15\u8350\u7ed9\u5de5\u4e1a\u754c\u3002<\/p>\n\n\n\n<p>2009 \u5e74\uff0c\u4ed6\u7684\u5b66\u751f\u5728\u8bed\u97f3\u8bc6\u522b\u4e0a\u505a\u51fa\u4e86\u4e00\u4e2a\u5f88\u597d\u7684\u6a21\u578b\uff0c\u4e8e\u662f\u4ed6\u4eec\u53bb\u548c\u5f53\u65f6\u505a\u624b\u673a\u5f88\u7ea2\u706b\u7684\u9ed1\u8393\u516c\u53f8\u63a5\u89e6\u3002\u7ecf\u8fc7\u6f2b\u957f\u7684\u6c9f\u901a\uff0c\u9ed1\u8393\u4e00\u4f4d\u9ad8\u7ba1\u8bf4\uff0c\u4ed6\u4eec\u4e0d\u611f\u5174\u8da3\u3002<\/p>\n\n\n\n<p>\u300c\u592a\u53ef\u60dc\u4e86\uff0c\u300dHinton \u5728\u4e00\u573a\u591a\u4f26\u591a\u5927\u5b66\u7684\u5ea7\u8c08\u4f1a\u4e0a\u5206\u4eab\u8fd9\u4e2a\u6545\u4e8b\uff0c\u5f53\u65f6\u53e6\u4e00\u4f4d\u8bb2\u5ea7\u5609\u5bbe\u662f\u674e\u98de\u98de\uff0c\u300c\u5982\u679c\u4e0d\u662f\u8fd9\u6837\uff0c\u6211\u4eec\u73b0\u5728\u8bf4\u4e0d\u5b9a\u8fd8\u80fd\u770b\u5230\u9ed1\u8393\u5462\u3002\u300d<\/p>\n\n\n\n<p>\u5230\u4e86 2012 \u5e74\uff0cHinton \u548c\u4ed6\u7684\u5b66\u751f\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u8bc1\u660e\u4e86\u795e\u7ecf\u7f51\u7edc\u5f3a\u5927\u7684\u4ef7\u503c\u3002\u7387\u5148\u5411 Hinton \u629b\u51fa\u6a44\u6984\u679d\u7684\uff0c\u6b63\u662f\u6765\u81ea\u4e2d\u56fd\u7684\u767e\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"383\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724725-1.png\" alt=\"\" class=\"wp-image-1935\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724725-1.png 900w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724725-1-300x128.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724725-1-768x327.png 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/figure>\n\n\n\n<p>\u4f46\u4ed6\u7684\u5b66\u751f\u63d0\u8bae\u8bf4\uff0c\u4e0e\u5176\u53bb\u5f53\u6253\u5de5\u4eba\uff0c\u4e0d\u5982\u539f\u5730\u6210\u7acb\u4e00\u5bb6\u516c\u53f8\uff0c\u8ba9\u5de8\u5934\u6765\u6536\u8d2d\u3002Hinton \u60f3\u60f3\uff0c\u6709\u9053\u7406\uff0c\u8bf4\u5e72\u5c31\u5e72\u3002<\/p>\n\n\n\n<p>\u6ca1\u60f3\u5230\u6210\u7acb\u4e4b\u540e\uff0c\u56db\u5bb6\u5de8\u5934\u629b\u51fa\u4e89\u76f8\u62cd\u5356\uff0c\u5206\u522b\u662f\u767e\u5ea6\u3001Google\u3001\u5fae\u8f6f\uff0c\u4ee5\u53ca\u5f53\u65f6\u5c1a\u672a\u5d2d\u9732\u5934\u89d2\u7684 DeepMind\u3002<\/p>\n\n\n\n<p>\u62cd\u5356\u5168\u7a0b\u7528\u90ae\u4ef6\u8fdb\u884c\uff0c\u51fa\u4ef7\u65f6\u95f4\u8282\u594f\u4ece\u4e00\u5f00\u59cb\u7684\u6bcf\u9694\u4e00\u5c0f\u65f6\uff0c\u5230\u6bcf\u9694\u534a\u5c0f\u65f6\u3002\u540e\u534a\u7a0b\u767e\u5ea6\u76f4\u63a5\u4ece\u5317\u4eac\u603b\u90e8\u6d3e\u4eba\u6307\u6325\u3002<\/p>\n\n\n\n<p>DeepMind \u5f53\u65f6\u7684\u5b9e\u529b\u5c1a\u6d45\uff0c\u53ea\u80fd\u62ff\u516c\u53f8\u80a1\u7968\u6765\u53c2\u4e0e\u62cd\u5356\uff0c\u6240\u4ee5\u5f88\u5feb\u5c31\u51fa\u5c40\u4e86\u3002\u800c\u5269\u4e0b\u7684\u4e09\u4f4d\u5de8\u5934\u4e0d\u65ad\u62ac\u4ef7\uff0c\u5fae\u8f6f\u5728 2000 \u4e07\u9000\u51fa\u4e86\u4e00\u6b21\u30022200 \u4e07\u65f6\uff0c\u7531\u4e8e Hinton \u63d0\u51fa\u6682\u505c\uff0c\u5fae\u8f6f\u5f7b\u5e95\u9000\u51fa\u3002<\/p>\n\n\n\n<p>\u5728\u540e\u534a\u7a0b\u7684\u7ec8\u6781\u7ade\u4ef7\u91cc\uff0c\u767e\u5ea6\u7684\u51fa\u4ef7\u5176\u5b9e\u662f\u9886\u5148\u7684\uff0c\u7136\u800c\u6700\u7ec8 Hinton \u8fd8\u662f\u5c5e\u610f Google\u3002\u4ed6\u5728 Google \u5de5\u4f5c\u4e86\u5341\u5e74\uff0c\u76f4\u5230\u53bb\u5e74\u9000\u4f11\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\uff0c Demis Hassabis \u540c Hinton \u4e00\u8d77\u83b7\u5f97\u8bfa\u8d1d\u5c14\u5956\uff0c\u4e5f\u7b97\u662f\u4e00\u79cd\u9876\u5cf0\u76f8\u89c1\u4e86\u5427\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7ad9\u7740\uff0c\u628a\u7814\u7a76\u505a\u4e86<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>\u4f20\u8a00\u4ed6\u6700\u7ec8\u6ca1\u6709\u9009\u62e9\u767e\u5ea6\uff0c\u662f\u56e0\u4e3a\u8d8a\u6d0b\u98de\u673a\u5bf9\u4ed6\u800c\u8a00\u592a\u96be\u4e86\uff1aHinton \u60a3\u6709\u4e25\u91cd\u7684\u8170\u690e\u95f4\u76d8\u75c5\uff0c\u4e25\u91cd\u5230\u5b8c\u5168\u4e0d\u80fd\u5750\u4e0b\uff0c\u5426\u5219\u5c31\u4f1a\u6709\u4e00\u5757\u8170\u690e\u7a81\u51fa\u5bfc\u81f4\u5267\u75db\u3002\u4ed6\u5728\u6240\u6709\u7684\u6f14\u8bb2\u3001\u5ea7\u8c08\u4e2d\uff0c\u90fd\u662f\u7ad9\u7740\u7684\uff0c\u5fc5\u8981\u65f6\u4f1a\u62ff\u4e00\u4e2a\u8f6f\u57ab\u8dea\u4e0b\u6765\u3002<\/p>\n\n\n\n<p>2009 \u5e74\uff0c\u5fae\u8f6f\u9080\u8bf7 Hinton \u53bb\u4f4d\u4e8e\u534e\u76db\u987f\u8fdc\u90ca\u7684\u5b9e\u9a8c\u8bbf\u95ee\u7814\u7a76\u3002\u65c5\u7a0b\u975e\u5e38\u8d39\u52b2\uff1a\u53c8\u4e0d\u80fd\u5f00\u8f66\u53c8\u4e0d\u80fd\u98de\uff0c\u5750\u8f66\u4e5f\u53ea\u80fd\u8eba\u5728\u540e\u5ea7\u3002\u4e8e\u662f\u4ed6\u5148\u642d\u5730\u94c1\uff0c\u53bb\u5230\u591a\u4f26\u591a\u57ce\u4e2d\u7684\u516c\u4ea4\u8f66\u7ad9\uff0c\u63d0\u524d\u6392\u961f\uff0c\u7136\u540e\u7387\u5148\u62a2\u5230\u6700\u540e\u4e00\u6392\u7a7a\u5ea7\uff0c\u76f4\u63a5\u8eba\u4e0b\u88c5\u7761\uff0c\u5168\u7a0b\u65e0\u4eba\u6253\u6270\u3002<\/p>\n\n\n\n<p>\u540e\u6765\u4ed6\u53c8\u642d\u4e86\u4e09\u5929\u706b\u8f66\u5230\u8fbe\u897f\u96c5\u56fe\uff0c\u518d\u8eba\u5728\u51fa\u79df\u8f66\u540e\u5ea7\u4e0a\u6a2a\u7a7f\u534e\u76db\u987f\u6e56\uff0c\u5230\u8fbe\u5fae\u8f6f\u3002<\/p>\n\n\n\n<p>\u542c\u8bf4\u8fd9\u4e2a\u65c5\u7a0b\u5982\u6b64\u6298\u817e\uff0c\u5fae\u8f6f\u63d0\u524d\u7ed9\u4ed6\u5b9a\u4e86\u4e00\u5f20\u7ad9\u7acb\u5f0f\u529e\u516c\u684c\uff0c\u4fdd\u8bc1\u4ed6\u53ef\u4ee5\u6b63\u5e38\u5de5\u4f5c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u51b7\u8840\u52a8\u7269\u7231\u597d\u8005<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>Hinton \u7684\u7236\u4eb2\u662f\u4e00\u4f4d\u8457\u540d\u7684\u6606\u866b\u5b66\u5bb6\uff0c\u5c0f\u65f6\u5019\u7684\u4ed6\u5c31\u7ecf\u5e38\u8ddf\u5404\u79cd\u5947\u5947\u602a\u602a\u7684\u52a8\u7269\u6253\u4ea4\u9053\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u9752\u86d9\u3001\u4e4c\u9f9f\u3001\u8725\u8734\u3001\u87fe\u870d\u3002<\/p>\n\n\n\n<p>\u4e00\u76f4\u5230\u73b0\u5728\uff0c\u4ed6\u4e5f\u548c\u51b7\u8840\u52a8\u7269\u5f88\u4eb2\u8fd1\u3002\u4ed6\u628a\u6b7b\u6389\u7684\u873b\u8713\u4fdd\u5b58\u5728\u6a71\u67dc\u91cc\uff0c\u5728\u6d77\u5c9b\u5ea6\u5047\u65f6\uff0c\u751a\u81f3\u4f1a\u628a\u86c7\u5e26\u8fdb\u5c4b\u91cc\uff0c\u9080\u8bf7\u524d\u6765\u91c7\u8bbf\u7684\u8bb0\u8005\u6478\u6478\u770b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7956\u4e0a\u90fd\u662f\u79d1\u5b66\u5bb6<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>Hinton \u51fa\u751f\u5728\u4e00\u4e2a\u79d1\u5b66\u4e16\u5bb6\uff0c\u6700\u4e3a\u4eba\u6240\u77e5\u7684\u662f\u4ed6\u7684\u66fe\u66fe\u7956\u7236\u4e54\u6cbb\u00b7\u5e03\u5c14\uff0c\u5f00\u53d1\u4e86\u4e8c\u5143\u63a8\u7406\u7cfb\u7edf\u300c\u5e03\u5c14\u4ee3\u6570\u300d\uff0c\u6784\u6210\u4e86\u73b0\u4ee3\u8ba1\u7b97\u673a\u7684\u57fa\u7840\u3002\u5176\u5b9e\uff0c\u4ed6\u8fd8\u6709\u8bb8\u591a\u7956\u8f88\u90fd\u6709\u60ca\u4eba\u7684\u79d1\u5b66\u6210\u5c31\u3002<\/p>\n\n\n\n<p>\u66fe\u7956\u6bcd Mary Ellen Boole\uff08\u540e\u6765\u6539\u59d3\uff09\u662f\u6570\u5b66\u5bb6\uff0c\u5ac1\u7ed9\u4e86 Charles Howard Hinton\uff0c\u540c\u6837\u662f\u6570\u5b66\u5bb6\uff0c\u4ed6\u63d0\u51fa\u4e86\u56db\u7ef4\u8d85\u6b63\u65b9\u4f53\uff0c\u662f\u56db\u7ef4\u7a7a\u95f4\u7684\u57fa\u7840\u7406\u8bba\u3002\u8868\u4eb2 Joan Hinton \u662f\u6838\u7269\u7406\u5b66\u5bb6\uff0c\u66fe\u7ecf\u53c2\u4e0e\u66fc\u54c8\u987f\u8ba1\u5212\uff0c\u540e\u6765\u5ac1\u7ed9\u4e86\u4e2d\u56fd\u5bf9\u7f8e\u4e8b\u52a1\u987e\u95ee Erwin Engst \u540e\u5c31\u5b9a\u5c45\u4e2d\u56fd\u4e86\u3002\u4ed6\u4eec\u7684\u5b69\u5b50\u4e4b\u4e00 Fred Engst \u9633\u548c\u5e73\uff0c\u76ee\u524d\u662f\u5317\u4eac\u5bf9\u5916\u7ecf\u8d38\u5927\u5b66\u7684\u6559\u6388\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u4e86\u4e00\u4e0b\u53d1\u73b0\u4ed6\u7956\u8f88\u91cc\u8fd8\u6709\u592a\u591a\u79d1\u5b66\u5bb6\uff0c\u6bd4\u5982\u82f1\u56fd\u7687\u5bb6\u5316\u5b66\u7814\u7a76\u6240\u7b2c\u4e00\u4f4d\u5973\u6027\u9662\u58eb\u3001\u53d1\u660e\u4fbf\u643a\u5f0f X \u5149\u673a\u7684\u5185\u79d1\u533b\u751f\uff0c\u7b49\u7b49\u7b49<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724726-1.png\" alt=\"\" class=\"wp-image-1936\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724726-1.png 1024w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724726-1-300x225.png 300w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724726-1-768x576.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u6210\u529f\u7684\u79d8\u8bc0\uff1f\u627e\u4e00\u5806\u5929\u624d\u5b66\u751f<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>OpenAI \u7684\u524d\u9996\u5e2d\u79d1\u5b66\u5bb6\u3001\u8054\u521b\u4e4b\u4e00 Ilya Sutskever \u662f Hinton \u7684\u5b66\u751f\uff0c\u5728\u591a\u4f26\u591a\u5927\u5b66\u8bfb\u672c\u79d1\u65f6\u5c31\u51b3\u5b9a\u4e86\u81ea\u5df1\u7684\u65b9\u5411\u3002\u4ed6\u662f\u76f4\u63a5\u8d70\u5230 Hinton \u7684\u529e\u516c\u5ba4\uff0c\u6572\u5f00\u95e8\u95ee\uff0c\u80fd\u4e0d\u80fd\u52a0\u5165\u6df1\u5ea6\u5b66\u4e60\u5b9e\u9a8c\u5ba4\u3002Hinton \u8bf4\uff0c\u90a3\u7ea6\u4e2a\u65f6\u95f4\u804a\u804a\u5427\u3002<\/p>\n\n\n\n<p>Sutskever \u8bf4\uff0c\u300c\u884c\u554a\uff0c\u73b0\u5728\u600e\u4e48\u6837\uff1f\u300d<\/p>\n\n\n\n<p>Hinton \u7ed9\u4e86\u4ed6\u4e00\u4e9b\u7ecf\u5178\u8bba\u6587\uff0c\u4e00\u5468\u540e\uff0cSutskever \u56de\u6765\u4e86\uff0c\u8bf4\u300c\u6211\u4e0d\u7406\u89e3\u3002\u300d<\/p>\n\n\n\n<p>\u300c\u4f60\u8bad\u7ec3\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u6765\u89e3\u51b3\u4e00\u4e2a\u95ee\u9898\uff0c\u7136\u540e\u53c8\u8bad\u7ec3\u4e00\u4e2a\u65b0\u7684\u7f51\u7edc\u89e3\u51b3\u53e6\u4e00\u4e2a\u95ee\u9898\u2014\u2014\u4f60\u4e3a\u4ec0\u4e48\u4e0d\u7528\u4e00\u4e2a\u7f51\u7edc\u89e3\u51b3\u6240\u6709\u7684\u95ee\u9898\u5462\uff1f\u300d<\/p>\n\n\n\n<p>Hinton \u610f\u8bc6\u5230\uff0c\u773c\u524d\u8fd9\u4e2a\u4e8c\u5341\u591a\u5c81\u7684\u5e74\u8f7b\u4eba\uff0c\u6709\u7740\u8d85\u4e4e\u7ecf\u9a8c\u7684\u7814\u7a76\u76f4\u89c9\uff0c\u9042\u9080\u8bf7\u4ed6\u52a0\u5165\u81ea\u5df1\u7684\u5b9e\u9a8c\u961f\u4f0d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"400\" src=\"https:\/\/www.niuniucard.com\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724727-1.png\" alt=\"\" class=\"wp-image-1937\" srcset=\"\/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724727-1.png 600w, \/blog\/wp-content\/uploads\/2024\/10\/\u56fe\u724727-1-300x200.png 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u300c\u6211\u4e00\u76f4\u90fd\u662f\u5bf9\u7684\u300d<\/strong><strong><\/strong><\/h2>\n\n\n\n<p>Hinton \u5750\u4e86\u5341\u591a\u5e74\u5b66\u672f\u754c\u7684\u51b7\u677f\u51f3\u3002\u5728\u4ed6\u51b3\u5b9a\u628a\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u81ea\u5df1\u7684\u7814\u7a76\u76ee\u6807\u65f6\uff0c\u6ca1\u6709\u4eba\u770b\u597d\u8fd9\u4e2a\u65b9\u5411\uff0c\u90fd\u89c9\u5f97\u505a\u4e0d\u51fa\u540d\u5802\u3002\u7136\u800c\uff0c\u591a\u5e74\u540e\uff0c\u5f53\u795e\u7ecf\u7f51\u7edc\u4e3a\u81ea\u5df1\u6b63\u540d\u540e\uff0cHinton 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