{"id":762142,"date":"2026-04-15T14:24:32","date_gmt":"2026-04-15T06:24:32","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=762142"},"modified":"2026-04-15T14:24:32","modified_gmt":"2026-04-15T06:24:32","slug":"%e8%92%b8%e9%a6%8f%e5%90%8c%e4%ba%8b%ef%bc%8c%e7%82%bc%e5%8c%96%e8%87%aa%e5%b7%b1%ef%bc%8cai%e4%bb%bf%e4%bd%9b%e4%b8%80%e7%a7%8d%e9%bb%91%e9%ad%94%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=762142","title":{"rendered":"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5"},"content":{"rendered":"<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/405D27A0FCFAE00C460497EC78A1DD960B0D6326_size1423_w1080_h1440.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u300c\u4efb\u4f55\u8db3\u591f\u5148\u8fdb\u7684\u6280\u672f\u90fd\u4e0e\u9b54\u6cd5\u65e0\u5f02\u3002\u300d\u2014\u2014\u963f\u745f&middot;\u514b\u62c9\u514b<\/p>\n<p>\u6211\u5728\u60f3\uff0c\u4e3a\u4ec0\u4e48\u6bcf\u6b21\u770b\u5230\u300c\u84b8\u998f\u300d\u8fd9\u4e2a\u8bcd\uff0c\u603b\u4f1a\u6709\u4e00\u79cd\u751f\u7406\u4e0a\u7684\u4e0d\u8212\u670d\u3002<\/p>\n<p>\u8fd9\u91cc\u8bf4\u7684\u84b8\u998f\u4e0d\u662f\u5316\u5b66\u8bfe\u4e0a\u7684\u90a3\u4e2a\uff0c\u628a\u6c34\u716e\u6cb8\u53d8\u6210\u6c34\u84b8\u6c14\uff0c\u4e0d\u662f\u8fd9\u4e2a\uff0c\u800c\u662f\u65b0\u8fd1 AI \u5708\u5b50\u91cc\u6d41\u884c\u7684\u4e00\u4ef6\u4e8b\uff1a\u628a\u4e00\u4e2a\u4eba\u7684\u7ecf\u9a8c\u3001\u5224\u65ad\u65b9\u5f0f\u3001\u5de5\u4f5c\u65b9\u6cd5\uff0c\u63d0\u70bc\u6210\u4e00\u4efd\u7ed3\u6784\u5316\u7684\u6587\u4ef6\uff0c\u4ea4\u7ed9 AI 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\u5206\u60f3\u5b66\u91d1\u878d\u600e\u4e48\u529e\u300d\uff0c\u5b83\u4f1a\u50cf\u5f20\u96ea\u5cf0\u4e00\u6837\u5148\u8ffd\u95ee\u4f60\u5bb6\u5ead\u80cc\u666f\uff0c\u7136\u540e\u7528\u4ed6\u90a3\u5957\u5c31\u4e1a\u5012\u63a8\u6cd5\u7ed9\u4f60\u5206\u6790\uff0c\u6700\u540e\u4e0d\u7559\u60c5\u9762\u5730\u544a\u8bc9\u4f60\u5148\u4fdd\u5b66\u6821\u6863\u6b21\u518d\u8003\u8651\u4e13\u4e1a\u3002<\/p>\n<p>\u4eba\u6ca1\u4e86\uff0cSkill \u8fd8\u5728\u66ff\u4ed6\u56de\u7b54\u95ee\u9898\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/407507FF74CCD38FF3022E769B8C9C0BBEFA8A4D_size129_w1080_h724.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  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class=\"tag_link\">\u5a92\u4f53<\/a>\u91cc\u84b8\u998f\u51fa\u4f60\u7684\u6570\u5b57\u5206\u8eab\u3002<\/p>\n<p>\u8fd8\u6709\u300c\u540c\u4e8b Skill\u300d\uff0c\u80fd\u628a\u5458\u5de5\u7684\u4e00\u5957\u5de5\u4f5c\u65b9\u5f0f\u90fd\u603b\u7ed3\u51fa\u6765\uff0c\u7136\u540e\u771f\u4eba\u5458\u5de5\u5c31\u4e0d\u518d\u9700\u8981\u4e86\uff0c\u300c\u805a\u662f token\uff0c\u6563\u662f skill\u300d\u3002\u76f8\u5bf9\u5e94\uff0c\u6709\u4eba\u641e\u4e86\u4e2a\u300c\u84b8\u998f\u534f\u8bae\u300d\uff0c\u620f\u79f0\u300c\u725b\u9a6c\u4fdd\u62a4\u6cd5\u300d\uff0c\u5e2e\u4f60\u89c4\u5b9a\u516c\u53f8\u80fd\u4e0d\u80fd\u84b8\u998f\u4f60\uff0c\u84b8\u998f\u51fa\u6765\u7684\u4e1c\u897f\u80fd\u4e0d\u80fd\u5546\u7528\uff0c\u4f60\u7684\u6570\u5b57\u5206\u8eab\u80fd\u4e0d\u80fd\u66ff\u4ee3\u4f60\u4e0a\u73ed\u3002<\/p>\n<p>\u8fd9\u7b97\u4e0d\u7b97\u5f02\u5316\uff1f\u9a6c\u514b\u601d\u8bb2\u7684\u90a3\u4e2a\u2014\u2014\u52b3\u52a8\u8005\u521b\u9020\u7684\u4e1c\u897f\u4e0d\u5c5e\u4e8e\u52b3\u52a8\u8005\uff0c\u53cd\u8fc7\u6765\u63a7\u5236\u52b3\u52a8\u8005\u3002\u516c\u53f8\u628a\u4f60\u7684\u80fd\u529b\u84b8\u998f\u6210 skill\uff0c\u7136\u540e\u7528\u4f60\u7684 skill \u66ff\u4ee3\u4e86\u4f60\uff0c\u8fd9\u4e0d\u5c31\u662f\u5417\uff1f\u7ecf\u5178\u725b\u9a6c\u53d9\u4e8b\uff0c\u8bb2\u4e86\u4e24\u767e\u5e74\u4e86\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/4CF3687A24D83B4E27FF5AFAC722982A91B99093_size20_w1080_h252.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u4f46\u5982\u679c\u53ea\u662f\u5f02\u5316\uff0c\u6211\u4e0d\u4f1a\u4e0d\u8212\u670d\u5230\u8fd9\u4e2a\u7a0b\u5ea6\u3002\u6253\u5de5\u4eba\u5bf9\u5f02\u5316\u65e9\u5c31\u9ebb\u4e86\u3002\u4f60\u544a\u8bc9\u6211\uff0c\u6211\u6b63\u5728\u88ab\u8d44\u672c\u5265\u524a\uff0cOK\uff0c\u597d\uff0c\u8fd9\u4e8b\u6211\u4e00\u76f4\u90fd\u77e5\u9053\uff0c\u9876\u591a\u53f9\u53e3\u6c14\uff0c\u7136\u540e\u7ee7\u7eed\u5e72\u6d3b\u3002\u4f46\u4f60\u8981\u662f\u544a\u8bc9\u6211\uff0c\u8981\u628a\u6211\u84b8\u998f\u6210 skill\uff0c\u6211\u7684\u8eab\u4f53\u4f1a\u7f29\u4e00\u4e0b\u3002<\/p>\n<p>\u8fd9\u662f\u4e00\u79cd\u751f\u7406\u4e0a\u7684\u53cd\u5e94\uff0c\u4f9d\u636e\u5fc3\u7406\u5b66\u7684\u89c2\u70b9\uff0c\u8fd9\u662f\u89e6\u78b0\u5230\u4e86\u67d0\u4e9b\u5fc3\u7406\u539f\u578b\uff0c\u56e0\u800c\u6fc0\u53d1\u4e86\u6076\u5fc3\u611f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/B6A67D167196FC7F09176BFD265817301308458B_size19_w640_h234.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u5148\u4e0d\u8003\u8651 AI 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SOP\u3001\u628a\u4f60\u7684\u6700\u4f73\u5b9e\u8df5\u300c\u8f93\u51fa\u300d\u51fa\u6765\u2014\u2014\u8fd9\u4e9b\u542c\u7740\u5f88\u6b63\u5e38\u7684\u7ba1\u7406\u52a8\u4f5c\uff0c\u5982\u679c\u7528\u84b8\u998f\u7684\u753b\u9762\u53bb\u770b\uff0c\u5c31\u662f\u5728\u5bf9\u4f60\u52a0\u6e29\u3002\u4f60\u5f97\u53cd\u590d\u8ffd\u95ee\u81ea\u5df1\uff0c\u628a\u6a21\u7cca\u7684\u76f4\u89c9\u5f3a\u884c\u7ffb\u8bd1\u6210\u6e05\u6670\u7684\u8bed\u8a00\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u4e0d\u8212\u670d\uff0c\u56e0\u4e3a\u5b83\u672c\u8d28\u4e0a\u5c31\u662f\u65bd\u538b\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/2D596606AEC71DBABB18610E0952A61962955E39_size87_w1080_h724.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u7b2c\u4e8c\u662f\u5206\u79bb\u3002\u84b8\u998f\u7684\u76ee\u7684\u662f\u628a\u300c\u6709\u4ef7\u503c\u7684\u90e8\u5206\u300d\u548c\u300c\u6ca1\u4ef7\u503c\u7684\u90e8\u5206\u300d\u5206\u5f00\u3002\u8fd9\u91cc\u9762\u85cf\u7740\u4e00\u4e2a\u5224\u65ad\uff1a\u4f60\u8fd9\u4e2a\u4eba\u662f\u4e00\u79cd\u6df7\u5408\u7269\uff0c\u5176\u4e2d\u53ea\u6709\u4e00\u90e8\u5206\u662f\u88ab\u9700\u8981\u7684\uff0c\u6bd4\u5982\u4f60\u7684\u51b3\u7b56\u6a21\u5f0f\u3001\u4f60\u7684\u5de5\u4f5c\u65b9\u6cd5\u3001\u4f60\u7684\u5224\u65ad\u4e60\u60ef\u2014\u2014\u8fd9\u4e9b\u662f\u998f\u51fa\u7269\uff0c\u8981\u88ab\u6536\u96c6\u3002\u5176\u4ed6\u7684\uff0c\u4f60\u7684\u75b2\u60eb\u3001\u4f60\u7684\u60c5\u7eea\u6ce2\u52a8\u3001\u4f60\u6bcf\u5929\u5348\u996d\u540e\u72af\u7684\u56f0\u3001\u4f60\u5bf9\u5de5\u4f5c\u610f\u4e49\u7684\u8ffd\u95ee\u3001\u4f60\u5728\u505a\u5224\u65ad\u4e4b\u524d\u76ef\u7740\u7a97\u5916\u53d1\u5446\u7684\u90a3\u4e09\u5206\u949f\u2014\u2014\u8fd9\u4e9b\u662f\u6742\u8d28\u3002\u8fd9\u4e2a\u8bcd\u5728\u4f7f\u7528\u7684\u77ac\u95f4\uff0c\u5c31\u5df2\u7ecf\u628a\u4f60\u62c6\u4ef6\u4f30\u503c\u4e86\u3002<\/p>\n<p>\u5bb9\u5668\u672c\u8eab\u4e5f\u8ba9\u4eba\u89c9\u5f97\u4e0d\u8212\u670d\u3002\u998f\u51fa\u7269\u88ab\u6536\u8d70\u4e86\uff0c\u5230\u4e86\u4e00\u4e2a\u65b0\u7684\u5bb9\u5668\u91cc\uff0c\u5e72\u51c0\u3001\u7eaf\u7cb9\u3001\u8131\u79bb\u4e86\u539f\u6765\u7684\u57fa\u8d28\u3002\u539f\u6765\u7684\u5bb9\u5668\u8fd8\u5728\uff0c\u4f46\u5b83\u5df2\u7ecf\u4e0d\u91cd\u8981\u4e86\u3002\u60f3\u60f3\u770b\uff0c\u4f60\u4e0d\u662f\u90a3\u4e2a\u998f\u51fa\u7269\u3002\u4f60\u7684 skill \u662f\u998f\u51fa\u7269\uff0c\u4f60\u7684\u7ecf\u9a8c\u7684\u7cbe\u534e\u662f\u998f\u51fa\u7269\u3002\u4f60\u662f\u4ec0\u4e48\uff1f\u4f60\u662f\u90a3\u4e2a\u88ab\u70e7\u8fc7\u4e4b\u540e\u8fd8\u7559\u5728\u5e95\u90e8\u7684\u4e1c\u897f\u3002\u4f60\u662f\u539f\u6599\uff0c\u4e0d\u662f\u4ea7\u54c1\u3002<\/p>\n<p>\u5982\u679c\u6211\u4eec\u6362\u4e2a\u8bcd\uff0c\u6bd4\u5982\u300c\u5b66\u4e60\u300d\u300c\u4f20\u627f\u300d\u300c\u8bb0\u5f55\u300d\u300c\u6570\u5b57\u5316\u300d\u8fd9\u4e9b\uff0c\u8fd9\u4e9b\u8bcd\u4e5f\u5f88\u70e6\u4eba\uff0c\u4f46\u4e0d\u4f1a\u8ba9\u4f60\u4e0d\u8212\u670d\u3002\u5b83\u4eec\u7684\u753b\u9762\u91cc\u6ca1\u6709\u706b\uff0c\u6ca1\u6709\u6b8b\u6e23\uff0c\u6ca1\u6709\u7b49\u7ea7\u5224\u65ad\u3002<\/p>\n<p>\u4f46\u84b8\u998f\u4e0d\u662f\uff0c\u84b8\u998f\u7684\u7269\u7406\u8fc7\u7a0b\u81ea\u5e26\u4e86\u4e00\u6574\u5957\u5173\u4e8e\u7eaf\u4e0e\u4e0d\u7eaf\u3001\u7cbe\u534e\u4e0e\u5e9f\u6599\u3001\u6709\u4ef7\u503c\u4e0e\u65e0\u4ef7\u503c\u7684\u9690\u55bb\u3002\u4f60\u53ea\u8981\u7528\u4e86\u8fd9\u4e2a\u8bcd\uff0c\u8fd9\u5957\u9690\u55bb\u5c31\u8ddf\u7740\u8fdb\u6765\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/B52269743766E42625031860D7343E0EE2EEF740_size21_w1080_h248.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u6240\u4ee5\u6211\u7684\u5bf9\u4e8e\u300c\u84b8\u998f\u300d\u7684\u4e0d\u8212\u670d\uff0c\u5e76\u4e0d\u4ec5\u4ec5\u6765\u81ea\u84b8\u998f\u8fd9\u4ef6\u4e8b\u7684\u540e\u679c\uff0c\u4e5f\u6765\u81ea\u5b83\u6240\u643a\u5e26\u7684\u753b\u9762\u3002\u8fd9\u4e2a\u753b\u9762\u544a\u8bc9\u6211\uff1a\u4f60\u662f\u539f\u6599\uff0c\u4f60\u5c06\u88ab\u52a0\u70ed\uff0c\u4f60\u8eab\u4e0a\u6709\u4e00\u90e8\u5206\u6bd4\u53e6\u4e00\u90e8\u5206\u66f4\u6709\u4ef7\u503c\uff0c\u6709\u4ef7\u503c\u7684\u90a3\u90e8\u5206\u4f1a\u88ab\u53d6\u8d70\uff0c\u7136\u540e\u4f60\u5c31\u662f\u5269\u4e0b\u7684\u90a3\u4e2a\u4e1c\u897f\u3002<\/p>\n<p>\u4f46\u8fd9\u91cc\u5c31\u6709\u4e00\u4e2a\u95ee\u9898\uff0c\u300c\u84b8\u998f\u300d\u8fd9\u4e2a\u8bcd\u4e0d\u662f AI \u884c\u4e1a\u53d1\u660e\u7684\uff0c\u81f3\u5c11\u5927\u5bb6\u6700\u65e9\u63a5\u89e6\u5b83\uff0c\u5e94\u8be5\u662f\u5728\u5316\u5b66\u6216\u8005\u7269\u7406\u8bfe\u4e0a\uff0c\u90a3\u4e48 AI \u7684\u4eba\u4e3a\u4ec0\u4e48\u504f\u504f\u9009\u4e86\u8fd9\u4e2a\u8bcd\uff1f\u5b83\u662f\u600e\u4e48\u8fdb\u5165 AI \u9886\u57df\u7684\uff1f<\/p>\n<p>\u56e0\u4e3a Jeffrey Hinton\uff0c\u8fd9\u4f4d AI \u9886\u57df\u7684\u6559\u7236\u7ea7\u4eba\u7269\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/AC68157E2EE6B9E8C63E94DE580400C9BB54B87B_size21_w640_h234.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>2015 \u5e74\uff0cHinton \u548c Google \u7684\u4e24\u4e2a\u540c\u4e8b\u53d1\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u6807\u9898\u53eb\u300aDistilling the Knowledge in a Neural Network\u300b\uff0c\u84b8\u998f\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u77e5\u8bc6\u3002<\/p>\n<p>\u8fd9\u7bc7\u8bba\u6587\u8981\u89e3\u51b3\u7684\u95ee\u9898\u662f\uff1a\u5927\u6a21\u578b\u592a\u5927\u4e86\uff0c\u8dd1\u8d77\u6765\u592a\u8d35\uff0c\u6ca1\u6cd5\u90e8\u7f72\u5230\u624b\u673a\u4e0a\u3001\u6ca1\u6cd5\u585e\u8fdb\u5b9e\u65f6\u670d\u52a1\u91cc\u30022015 \u5e74\u7684\u5927\u6a21\u578b\u653e\u5230\u4eca\u5929\u770b\u4e0d\u7b97\u5927\uff0c\u4f46\u5f53\u65f6\u5df2\u7ecf\u591f\u8ba9\u5de5\u7a0b\u5e08\u5934\u75bc\u4e86\u2014\u2014\u591a\u4e2a\u6a21\u578b\u7ec4\u6210\u7684\u96c6\u6210\u7cfb\u7edf\uff0c\u63a8\u7406\u4e00\u6b21\u8981\u628a\u6bcf\u4e2a\u5b50\u6a21\u578b\u90fd\u8dd1\u4e00\u904d\uff0c\u6210\u672c\u625b\u4e0d\u4f4f\u3002\u5f53\u7136\u5230\u4e86\u4eca\u5929\uff0c\u8fd9\u4e2a\u95ee\u9898\u88ab\u653e\u5927\u4e86\u5343\u4e07\u500d\uff1aGPT-4 \u8fd9\u79cd\u51e0\u5343\u4ebf\u53c2\u6570\u7684\u6a21\u578b\uff0c\u4f60\u4e0d\u53ef\u80fd\u8ba9\u6bcf\u4e2a\u7528\u6237\u7684\u6bcf\u6b21\u8bf7\u6c42\u90fd\u8dd1\u4e00\u904d\u5b8c\u6574\u7248\u672c\u3002<\/p>\n<p>\u90a3\u600e\u4e48\u529e\uff1f\u8bad\u7ec3\u4e00\u4e2a\u5c0f\u6a21\u578b\u3002\u4f46\u4e0d\u662f\u8ba9\u5c0f\u6a21\u578b\u4ece\u5934\u5b66\u2014\u2014\u4f60\u4e0d\u7ed9\u5b83\u770b\u539f\u59cb\u8bad\u7ec3\u6570\u636e\uff0c\u4e0d\u8ba9\u5b83\u81ea\u5df1\u53bb\u7406\u89e3\u4e16\u754c\uff0c\u800c\u662f\u8ba9\u5b83\u770b\u5927\u6a21\u578b\u600e\u4e48\u7b54\u9898\u3002<\/p>\n<p>\u7b80\u5355\u4e3e\u4e2a\u4f8b\u5b50\u3002\u4f60\u7ed9\u5927\u6a21\u578b\u4e00\u5f20\u56fe\u7247\uff0c\u5927\u6a21\u578b\u8bf4\uff1a\u8fd9\u662f\u732b\uff0c\u6982\u7387 92%\uff1b\u662f\u8c79\uff0c\u6982\u7387 3.5%\uff1b\u662f\u72d7\uff0c\u6982\u7387 1.2%\uff1b\u662f<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%b1%bd%e8%bd%a6\" title=\"View all posts in \u6c7d\u8f66\" target=\"_blank\" class=\"tag_link\">\u6c7d\u8f66<\/a>\uff0c\u6982\u7387 0.001%\u3002<\/p>\n<p>\u6b63\u5e38\u60c5\u51b5\u4e0b\u6211\u4eec\u53ea\u5173\u5fc3\u6700\u7ec8\u7b54\u6848\u2014\u2014\u732b\u3002\u4f46 Hinton \u8bf4\uff0c\u90a3\u4e9b\u300c\u9519\u8bef\u7b54\u6848\u300d\u4e0a\u9762\u7684\u6982\u7387\u5206\u5e03\u624d\u662f\u771f\u6b63\u6709\u4ef7\u503c\u7684\u4e1c\u897f\u3002\u5927\u6a21\u578b\u8ba4\u4e3a\u732b\u548c\u8c79\u6709 3.5%\u7684\u76f8\u4f3c\u5ea6\u3001\u732b\u548c\u72d7\u6709 1.2%\u7684\u76f8\u4f3c\u5ea6\u3001\u732b\u548c\u6c7d\u8f66\u53ea\u6709 0.001%\u7684\u76f8\u4f3c\u5ea6\u2014\u2014\u8fd9\u4e9b\u6bd4\u4f8b\u5173\u7cfb\u5305\u542b\u4e86\u5927\u6a21\u578b\u5bf9\u4e16\u754c\u7684\u6df1\u5c42\u7406\u89e3\u3002\u5b83\u77e5\u9053\u732b\u548c\u8c79\u5728\u89c6\u89c9\u4e0a\u6709\u4eb2\u7f18\u5173\u7cfb\uff0c\u4f46\u732b\u548c\u6c7d\u8f66\u6ca1\u6709\u3002<\/p>\n<p>\u8fd9\u79cd\u7406\u89e3\u4e0d\u5728\u4efb\u4f55\u4e00\u4e2a\u300c\u6b63\u786e\u7b54\u6848\u300d\u91cc\u9762\uff0c\u5b83\u85cf\u5728\u7b54\u6848\u4e4b\u95f4\u7684\u7f1d\u9699\u91cc\u3002\u7136\u540e\u4f60\u8ba9\u5c0f\u6a21\u578b\u53bb\u5b66\u7684\uff0c\u5c31\u662f\u8fd9\u4e2a\u5b8c\u6574\u7684\u6982\u7387\u5206\u5e03\u2014\u2014\u4e0d\u53ea\u662f\u300c\u7b54\u6848\u662f\u732b\u300d\uff0c\u800c\u662f\u300c\u9762\u5bf9\u8fd9\u5f20\u56fe\uff0c\u6bcf\u4e2a\u9009\u9879\u5206\u522b\u6709\u591a\u5927\u53ef\u80fd\uff0c\u5f7c\u6b64\u4e4b\u95f4\u662f\u4ec0\u4e48\u5173\u7cfb\u300d\u3002<\/p>\n<p>\u5c0f\u6a21\u578b\u5b66\u7684\u4e0d\u662f\u77e5\u8bc6\u70b9\uff0c\u662f\u5927\u6a21\u578b\u770b\u4e16\u754c\u7684\u65b9\u5f0f\u3002\u4e00\u4e2a\u7ecf\u9a8c\u4e30\u5bcc\u7684\u8001\u533b\u751f\u770b\u7247\u5b50\uff0c\u8bf4\u300c\u8fd9\u5927\u6982\u7387\u662f\u826f\u6027\u7684\uff0c\u4f46\u6709\u4e00\u70b9\u70b9\u50cf\u65e9\u671f\u6076\u6027\u7684\u5f62\u6001\uff0c\u4e0d\u592a\u50cf\u708e\u75c7\u300d\u3002<\/p>\n<p>\u5982\u679c\u4f60\u53ea\u8bb0\u5f55\u4ed6\u7684\u7ed3\u8bba\u2014\u2014\u300c\u826f\u6027\u300d\u2014\u2014\u4f60\u5b66\u5230\u7684\u5f88\u5c11\u3002\u4f46\u5982\u679c\u4f60\u5b8c\u6574\u8bb0\u5f55\u4e86\u4ed6\u5bf9\u6bcf\u4e2a\u53ef\u80fd\u6027\u7684\u628a\u63e1\u7a0b\u5ea6\uff0c\u4f60\u5b66\u5230\u7684\u5c31\u8fdc\u4e0d\u53ea\u662f\u4e00\u4e2a\u7b54\u6848\uff0c\u800c\u662f\u4ed6\u51e0\u5341\u5e74\u7ecf\u9a8c\u6c89\u6dc0\u4e0b\u6765\u7684\u5224\u65ad\u7ed3\u6784\u3002<\/p>\n<p>\u4e0d\u8fc7\u8981\u6ce8\u610f\uff0c\u8fd9\u91cc\u5b66\u7684\u8fd8\u662f\u5bf9\u4e00\u4e2a\u5177\u4f53\u5bf9\u8c61\u7684\u5224\u65ad\u2014\u2014\u8fd9\u5f20\u7247\u5b50\u50cf\u4ec0\u4e48\u3001\u4e0d\u50cf\u4ec0\u4e48\u3002\u662f\u4e00\u5f20\u5feb\u7167\uff0c\u4e0d\u662f\u4e00\u4e2a\u52a8\u6001\u7684\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n<p>\u8fd9\u4e2a\u64cd\u4f5c\uff0cHinton \u547d\u540d\u4e3a\u300c\u84b8\u998f\u300d\u3002<\/p>\n<p>\u6709\u610f\u601d\u7684\u662f\uff0c\u7c7b\u4f3c\u7684\u64cd\u4f5c\uff0c\u4e5d\u5e74\u524d\u5c31\u6709\u4eba\u505a\u8fc7\u4e86\u30022006 \u5e74\uff0c\u4e00\u4e2a\u53eb Bucilu\u0103\u7684\u7814\u7a76\u8005\u548c\u4e24\u4e2a\u5eb7\u5948\u5c14\u7684\u540c\u4e8b\u53d1\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u505a\u7684\u4e8b\u60c5\u672c\u8d28\u4e0a\u4e00\u6837\u2014\u2014\u628a\u4e00\u4e2a\u5927\u7684\u96c6\u6210\u6a21\u578b\u7684\u80fd\u529b\u8f6c\u79fb\u5230\u4e00\u4e2a\u5c0f\u6a21\u578b\u91cc\u3002\u4ed6\u7ed9\u8fd9\u4e2a\u64cd\u4f5c\u8d77\u7684\u540d\u5b57\u53eb Model compression\u3002<\/p>\n<p>\u6a21\u578b\u538b\u7f29\uff0c\u4e00\u4e2a\u5e73\u5e73\u65e0\u5947\u7684\u540d\u5b57\uff0c\u5927\u7684\u53d8\u5c0f\u7684\uff0c\u4fe1\u606f\u6253\u5305\uff0c\u884c\u674e\u88c5\u7bb1\u3002\u7eaf\u7cb9\u7684\u5de5\u7a0b\u9690\u55bb\uff0c\u5e72\u5e72\u51c0\u51c0\uff0c\u6ca1\u6709\u4efb\u4f55\u5316\u5b66\u610f\u8c61\uff0c\u6ca1\u6709\u52a0\u70ed\uff0c\u6ca1\u6709\u6b8b\u6e23\uff0c\u6ca1\u6709\u7cbe\u534e\u548c\u5e9f\u7269\u7684\u533a\u5206\u3002\u5982\u679c\u8fd9\u4e2a\u8bcd\u6d3b\u5230\u4e86\u4eca\u5929\uff0c\u6211\u4eec\u73b0\u5728\u8ba8\u8bba\u7684\u5c31\u662f\u300c\u628a\u4eba\u538b\u7f29\u6210 skill\u300d\u3002\u4f60\u4f1a\u89c9\u5f97\u4e0d\u8212\u670d\u5417\uff1f\u53ef\u80fd\u4e5f\u4f1a\uff0c\u4f46\u4e0d\u9002\u611f\u4f1a\u5c11\u4e00\u4e9b\uff0c\u6bd5\u7adf\u542c\u8d77\u6765\u5c31\u50cf\u628a\u6587\u4ef6\u6253\u4e2a zip \u5305\uff0c\u6ca1\u4ec0\u4e48\u5927\u4e0d\u4e86\u7684\u3002<\/p>\n<p>\u4f46 Hinton \u6362\u4e86\u8bcd\uff0c\u800c\u4e14\u4ed6\u4e0d\u53ea\u6362\u4e86\u8bcd\uff0c\u4ed6\u6362\u4e86\u4e00\u6574\u5957\u9690\u55bb\u4f53\u7cfb\u3002<\/p>\n<p>Hinton \u4e0d\u662f\u91cd\u590d Bucilu\u0103\u7684\u5de5\u4f5c\uff0c\u800c\u662f\u6709\u5b9e\u8d28\u6027\u7684\u7a81\u7834\u3002Bucilu\u0103 2006 \u5e74\u7684\u505a\u6cd5\u6bd4\u8f83\u7c97\u66b4\u2014\u2014\u7528\u96c6\u6210\u6a21\u578b\u7ed9\u5927\u91cf\u4f2a\u6570\u636e\u6253\u6807\u7b7e\uff0c\u7136\u540e\u8ba9\u5c0f\u6a21\u578b\u76f4\u63a5\u5b66\u8fd9\u4e9b\u6807\u7b7e\uff08\u786c\u6807\u7b7e\uff0c\u5373\u6700\u7ec8\u7b54\u6848\uff09\u3002<\/p>\n<p>Hinton 2015 \u5e74\u6838\u5fc3\u8d21\u732e\u662f\u5f15\u5165\u4e86 softmax temperature\uff0c\u4e5f\u5c31\u662f\u6e29\u5ea6\u3002\u8fd9\u4e2a\u53c2\u6570\u63a7\u5236\u7684\u662f\u5927\u6a21\u578b\u8f93\u51fa\u7684\u300c\u8f6f\u786c\u7a0b\u5ea6\u300d\u3002\u6e29\u5ea6\u8bbe\u6210 1\uff0c\u5c31\u662f\u5e38\u6e29\uff0c\u6a21\u578b\u7ed9\u51fa\u9510\u5229\u7684\u3001\u9ad8\u7f6e\u4fe1\u5ea6\u7684\u5224\u65ad\u2014\u2014\u300c\u8fd9\u662f\u4e00\u53ea\u732b\uff0c\u6982\u7387 99.9%\u300d\u3002\u628a\u6e29\u5ea6\u8c03\u9ad8\uff0c\u6bd4\u5982\u8c03\u5230 5\u3001\u8c03\u5230 20\uff0c\u8f93\u51fa\u5c31\u53d8\u8f6f\u4e86\uff0c\u6a21\u578b\u7684\u300c\u5185\u5fc3\u72b9\u8c6b\u300d\u5f00\u59cb\u66b4\u9732\u2014\u2014\u300c\u8fd9\u5927\u6982\u662f\u732b\uff0c\u4f46\u5b83\u6709\u4e00\u70b9\u70b9\u50cf\u8c79\uff0c\u6709\u4e00\u4e1d\u50cf\u72d7\uff0c\u751a\u81f3\u8ddf\u6c7d\u8f66\u6709\u90a3\u4e48\u4e00\u4e1d\u5fae\u5f31\u7684\u5173\u8054\u300d\u3002<\/p>\n<p>\u8fd9\u4e9b\u72b9\u8c6b\uff0c\u8fd9\u4e9b\u5728\u5e38\u6e29\u4e0b\u88ab\u538b\u5e73\u7684\u3001\u770b\u4e0d\u89c1\u7684\u7ec6\u5fae\u5224\u65ad\uff0cHinton \u7ed9\u5b83\u4eec\u8d77\u4e86\u4e00\u4e2a\u540d\u5b57\uff0c\u53eb dark knowledge\uff0c\u6697\u77e5\u8bc6\u3002\u5c31\u662f\u524d\u9762\u8bf4\u7684\u90a3\u4e9b\u4e1c\u897f\u2014\u2014\u732b\u548c\u8c79\u4e4b\u95f4 3.5%\u7684\u76f8\u4f3c\u5ea6\u3001\u732b\u548c\u6c7d\u8f66\u4e4b\u95f4 0.001%\u7684\u5fae\u5f31\u5173\u8054\u2014\u2014\u8fd9\u4e9b\u85cf\u5728\u300c\u9519\u8bef\u7b54\u6848\u300d\u7f1d\u9699\u91cc\u7684\u6982\u7387\u5173\u7cfb\uff0c\u5728\u6b63\u5e38\u8f93\u51fa\u4e2d\u51e0\u4e4e\u4e0d\u53ef\u89c1\uff0c\u5347\u9ad8\u6e29\u5ea6\u4e4b\u540e\u624d\u6d6e\u73b0\u51fa\u6765\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0cHinton \u7528\u4e86\u300c\u6e29\u5ea6\u300d\u6765\u63a7\u5236\u84b8\u998f\u8fc7\u7a0b\u3002\u6e29\u5ea6\u4f4e\uff0c\u6a21\u578b\u7ed9\u51fa\u786e\u5b9a\u7684\u5224\u65ad\uff1b\u6e29\u5ea6\u9ad8\uff0c\u6a21\u578b\u7684\u72b9\u8c6b\u66b4\u9732\u51fa\u6765\uff0c\u6697\u77e5\u8bc6\u6d6e\u73b0\u3002\u6e29\u5ea6\u592a\u9ad8\uff0c\u6709\u7528\u7684\u4fe1\u53f7\u8ddf\u566a\u58f0\u4e00\u8d77\u51fa\u6765\u4e86\uff0c\u5c0f\u6a21\u578b\u63a5\u4e0d\u4f4f\u3002\u6240\u4ee5\u84b8\u998f\u7684\u6838\u5fc3\u6280\u672f\u96be\u9898\u662f\u4ec0\u4e48\uff1f\u662f\u63a7\u5236\u706b\u5019\u3002\u6e29\u5ea6\u8c03\u5230\u591a\u5c11\uff0c\u51b3\u5b9a\u4e86\u4f60\u80fd\u63d0\u53d6\u591a\u6df1\u7684\u77e5\u8bc6\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/06D77AB6E501721A1117D1DFC4A5737916107F72_size79_w1080_h724.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u6240\u4ee5\u4f60\u770b\u5230\u4e86\u5417\uff1fHinton \u505a\u7684\u4e0d\u53ea\u662f\u7ed9\u4e00\u4e2a\u6280\u672f\u64cd\u4f5c\u6362\u4e86\u4e2a\u540d\u5b57\u3002\u4ed6\u6784\u5efa\u4e86\u4e00\u6574\u5957\u9690\u55bb\uff1a\u6709\u6e29\u5ea6\u3001\u6709\u52a0\u70ed\u3001\u6709\u663e\u73b0\u3001\u6709\u7eaf\u5316\u3002\u5347\u9ad8\u6e29\u5ea6\uff0c\u8ba9\u9690\u85cf\u7684\u77e5\u8bc6\u7ed3\u6784\u4ece\u9ed1\u6697\u4e2d\u6d6e\u73b0\uff0c\u7136\u540e\u628a\u5b83\u8f6c\u79fb\u5230\u4e00\u4e2a\u65b0\u7684\u3001\u66f4\u5c0f\u7684\u5bb9\u5668\u91cc\u3002\u8fd9\u5df2\u7ecf\u662f\u5728\u7528\u5316\u5b66\u8fc7\u7a0b\uff0c\u6765\u5f62\u6210 AI \u5de5\u7a0b\u3002<\/p>\n<p>\u4e0d\u4ec5\u662f\u5316\u5b66\u3002\u4ed6\u751a\u81f3\u5728\u8bba\u6587\u91cc\u7528\u4e86\u4e00\u4e2a\u751f\u7269\u5b66\u7684\u7c7b\u6bd4\uff1a\u5f88\u591a\u6606\u866b\u6709\u4e24\u79cd\u5b8c\u5168\u4e0d\u540c\u7684\u5f62\u6001\uff0c\u5e7c\u866b\u5f62\u6001\u4e13\u95e8\u7528\u6765\u4ece\u73af\u5883\u4e2d\u5438\u6536\u80fd\u91cf\u548c\u517b\u5206\uff0c\u6210\u866b\u5f62\u6001\u4e13\u95e8\u7528\u6765\u79fb\u52a8\u548c\u7e41\u6b96\u3002\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u7684\u95ee\u9898\u662f\uff0c\u8bad\u7ec3\u548c\u90e8\u7f72\u7528\u7684\u662f\u540c\u4e00\u4e2a\u6a21\u578b\u2014\u2014\u4f60\u8ba9\u4e00\u4e2a\u4e13\u95e8\u7528\u6765\u300c\u5438\u6536\u300d\u7684\u5927\u5bb6\u4f19\u53bb\u300c\u884c\u52a8\u300d\uff0c\u5f53\u7136\u7b28\u91cd\u3002\u84b8\u998f\u5c31\u662f\u628a\u5e7c\u866b\u5438\u6536\u5230\u7684\u8425\u517b\u8f6c\u79fb\u5230\u6210\u866b\u4f53\u5185\u3002<\/p>\n<p>\u9009\u62e9\u300c\u84b8\u998f\u300d\u8fd9\u4e2a\u8bcd\u6c47\u7684\u65f6\u5019\uff0cHinton \u5927\u6982\u53ea\u662f\u89c9\u5f97\u300c\u84b8\u998f\u300d\u6bd4\u300c\u538b\u7f29\u300d\u66f4\u7cbe\u786e\u3001\u66f4\u751f\u52a8\uff0c\u80cc\u540e\u4e5f\u6709\u4e00\u6574\u5957\u7684\u9690\u55bb\u4f53\u7cfb\u3002\u4ed6\u60f3\u5230\u7684\uff0c\u5e94\u8be5\u4e5f\u53ea\u662f\u5728\u5316\u5b66\u8bfe\u4e0a\u7684\u84b8\u998f\uff0c\u4e5f\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u79d1\u5b66\u8fc7\u7a0b\uff0c\u800c\u6ca1\u6709\u60f3\u5230\uff0c\u8fd9\u4e2a\u8bcd\u6240\u643a\u5e26\u7684\u9690\u55bb\uff0c\u8fdc\u5927\u4e8e Hinton \u6240\u4f7f\u7528\u7684\u90a3\u90e8\u5206\u3002<\/p>\n<p>\u516c\u5143\u4e5d\u4e16\u7eaa\uff0c\u4e00\u4e2a\u53eb\u8d3e\u6bd4\u5c14&middot;\u4f0a\u672c&middot;\u54c8\u626c\u7684\u963f\u62c9\u4f2f\u4eba\u2014\u2014\u897f\u65b9\u628a\u4ed6\u62c9\u4e01\u5316\u53eb Geber\u2014\u2014\u4ed6\u662f\u4eba\u7c7b\u5386\u53f2\u4e0a\u7b2c\u4e00\u6279\u7cfb\u7edf\u6027\u5b9e\u8df5\u84b8\u998f\u7684\u4eba\u4e4b\u4e00\u3002\u4ed6\u76f8\u4fe1\uff0c\u901a\u8fc7\u84b8\u998f\uff0c\u53ef\u4ee5\u628a\u7269\u8d28\u4e2d\u6700\u672c\u8d28\u7684\u90e8\u5206\u5206\u79bb\u51fa\u6765\uff0c\u5f97\u5230\u4e00\u79cd\u6700\u7eaf\u7cb9\u7684\u4e1c\u897f\u3002\u90a3\u4e2a\u4e1c\u897f\u6709\u4e2a\u540d\u5b57\uff0c\u53eb quintessence\u2014\u2014\u7b2c\u4e94\u5143\u7d20\u3002\u56db\u79cd\u57fa\u672c\u5143\u7d20\u4e4b\u5916\u3001\u66f4\u6839\u672c\u3001\u66f4\u7eaf\u7cb9\u7684\u5b58\u5728\u3002<\/p>\n<p>\u4e00\u4e24\u767e\u5e74\u540e\uff0c\u6709\u4eba\u628a\u8fd9\u4e2a\u8ffd\u6c42\u63a8\u5230\u4e86\u6781\u7aef\uff0c\u8bf4\u5373\u4f7f\u662f\u6700\u597d\u7684\u84b8\u998f\u4ea7\u7269\u91cc\u4ecd\u7136\u6df7\u6742\u7740\u4e16\u4fd7\u7684\u54c1\u8d28\uff0c\u4f60\u5fc5\u987b\u53cd\u590d\u84b8\u998f\u2014\u2014\u300c\u901a\u8fc7\u6301\u7eed\u7684\u4e0a\u5347\u548c\u4e0b\u964d\u300d\u2014\u2014\u624d\u80fd\u89e6\u78b0\u5230\u90a3\u4e2a\u4e1c\u897f\u3002<\/p>\n<p>\u4ed6\u7ba1\u90a3\u4e2a\u4e1c\u897f\u53eb\u300c\u6211\u4eec\u7684\u5929\u5802\u300d\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/81B6BDADAACC7CA6389319D72CD4648440F1EE43_size126_w1080_h724.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u70bc\u91d1\u672f\u628a\u6574\u4e2a\u4fee\u70bc\u8fc7\u7a0b\u5206\u4e3a\u4e03\u4e2a\u9636\u6bb5\u3002\u84b8\u998f\u662f\u7b2c\u516d\u6b65\u2014\u2014\u5012\u6570\u7b2c\u4e8c\u6b65\u3002\u6700\u6709\u4ef7\u503c\u7684\u4e1c\u897f\u5728\u5e38\u6e29\u4e0b\u4e0d\u53ef\u89c1\uff0c\u85cf\u5728\u6742\u8d28\u4e2d\u95f4\uff0c\u4f60\u9700\u8981\u5347\u6e29\u624d\u80fd\u8ba9\u5b83\u663e\u73b0\u3002\u800c\u70bc\u91d1\u672f\u58eb\u533a\u5206\u300c\u6587\u706b\u300d\u548c\u300c\u6b66\u706b\u300d\u2014\u2014\u4e0d\u540c\u6e29\u5ea6\u63d0\u53d6\u4e0d\u540c\u5c42\u6b21\u7684\u7269\u8d28\uff0c\u706b\u5019\u731b\u4e86\uff0c\u6709\u7528\u7684\u4e1c\u897f\u8ddf\u5e9f\u7269\u4e00\u8d77\u84b8\u51fa\u6765\uff0c\u4ea7\u7269\u53cd\u800c\u4e0d\u7eaf\u3002<\/p>\n<p>\u5728\u70bc\u91d1\u672f\u7684\u4f53\u7cfb\u91cc\uff0c\u84b8\u998f\u88ab\u63cf\u8ff0\u4e3a\u300c\u5c06\u6325\u53d1\u6027\u7684\u7cbe\u534e\u4ece\u5b83\u4eec\u5728\u7269\u8d28\u4e2d\u7684\u76d1\u7262\u91cc\u91ca\u653e\u51fa\u6765\uff0c\u4ee5\u7eaf\u5316\u7684\u5f62\u5f0f\u5c06\u5176\u51dd\u7ed3\u300d\u3002\u77e5\u8bc6\u88ab\u56f0\u5728\u7269\u8d28\u7684\u76d1\u7262\u91cc\uff0c\u84b8\u998f\u662f\u628a\u5b83\u91ca\u653e\u51fa\u6765\u3002\u8fd9\u8ddf Hinton \u8bf4\u7684\u300c\u77e5\u8bc6\u88ab\u9501\u5728\u5927\u6a21\u578b\u7684\u53c2\u6570\u91cc\uff0c\u84b8\u998f\u662f\u628a\u5b83\u8f6c\u79fb\u51fa\u6765\u300d\uff0c\u662f\u540c\u4e00\u4e2a\u53e5\u5b50\u7684\u4e24\u79cd\u8bf4\u6cd5\u3002<\/p>\n<p>\u751a\u81f3\u4e00\u4e9b\u7ec6\u8282\u4e5f\u80fd\u5bf9\u5e94\u4e0a\u3002Hinton \u7684\u8bba\u6587\u91cc\uff0c\u5f53\u5b66\u751f\u6a21\u578b\u592a\u5c0f\u7684\u65f6\u5019\uff0c\u4e2d\u7b49\u6e29\u5ea6\u6548\u679c\u6700\u597d\uff0c\u6e29\u5ea6\u592a\u9ad8\u53cd\u800c\u53d8\u5dee\u3002\u7528\u70bc\u91d1\u672f\u7684\u8bdd\u8bf4\u5c31\u662f\uff1a\u5c0f\u5bb9\u5668\u627f\u53d7\u4e0d\u4f4f\u731b\u706b\u3002<\/p>\n<p>\u800c\u300c\u84b8\u998f\u300d\u8fd9\u4e2a\u8bcd\uff0c\u4e5f\u4e0d\u662f\u7b2c\u4e00\u6b21\u88ab\u7528\u5728\u4eba\u8eab\u4e0a\u3002<\/p>\n<p>\u5341\u516d\u4e16\u7eaa\uff0c\u745e\u58eb\u6709\u4e00\u4e2a\u533b\u751f\u517c\u70bc\u91d1\u672f\u58eb\uff0c\u53eb\u5e15\u62c9\u585e\u5c14\u82cf\u65af\u3002\u8fd9\u4e2a\u4eba\u505a\u4e86\u4e00\u4ef6\u4e8b\uff0c\u76f4\u63a5\u6539\u53d8\u4e86\u84b8\u998f\u8fd9\u4e2a\u6982\u5ff5\u7684\u8303\u56f4\u3002<\/p>\n<p>\u4ed6\u70e7\u4e86\u4e00\u5757\u6728\u5934\uff0c\u770b\u7740\u706b\u7130\u3001\u70df\u548c\u7070\u70ec\uff0c\u8bf4\uff1a\u706b\u7130\u662f\u786b\uff0c\u70df\u662f\u6c5e\uff0c\u7070\u662f\u76d0\u3002\u4e00\u5207\u7269\u8d28\u90fd\u7531\u8fd9\u4e09\u79cd\u539f\u5219\u6784\u6210\u2014\u2014\u786b\u4ee3\u8868\u53ef\u71c3\u6027\uff0c\u6c5e\u4ee3\u8868\u6325\u53d1\u6027\uff0c\u76d0\u4ee3\u8868\u56fa\u5b9a\u6027\u3002<\/p>\n<p>\u7136\u540e\u4ed6\u8bf4\uff1a\u4eba\u4e5f\u4e00\u6837\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/EAFE1CE4945BCEC238A382442EEEB267E1B8C0A0_size75_w1080_h724.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u76d0\u662f\u8089\u4f53\u3002\u6c5e\u662f\u7cbe\u795e\u2014\u2014\u5305\u62ec\u4f60\u7684\u60f3\u8c61\u529b\u3001\u5224\u65ad\u529b\u3001\u4e00\u5207\u9ad8\u7b49\u5fc3\u667a\u529f\u80fd\u3002\u786b\u662f\u7075\u9b42\u2014\u2014\u4f60\u7684\u60c5\u611f\u3001\u6b32\u671b\u3001\u9a71\u52a8\u4f60\u6d3b\u4e0b\u53bb\u7684\u90a3\u80a1\u529b\u91cf\u3002<\/p>\n<p>\u5728\u5e15\u62c9\u585e\u5c14\u82cf\u65af\u7684\u6846\u67b6\u91cc\uff0c\u4eba\u4e0d\u662f\u4e0d\u53ef\u5206\u5272\u7684\u6574\u4f53\u3002\u4eba\u662f\u6df7\u5408\u7269\u3002\u4e09\u79cd\u539f\u5219\u6309\u6bd4\u4f8b\u6df7\u5408\u5728\u4e00\u8d77\u3002\u65e2\u7136\u662f\u6df7\u5408\u7269\uff0c\u5b83\u5c31\u53ef\u4ee5\u88ab\u5206\u79bb\u3002<\/p>\n<p>\u5e15\u62c9\u585e\u5c14\u82cf\u65af\u751a\u81f3\u8ba4\u4e3a\u4eba\u4f53\u5668\u5b98\u7684\u529f\u80fd\u672c\u8eab\u5c31\u662f\u70bc\u91d1\u672f\u2014\u2014\u4f60\u7684\u80c3\u5728\u505a\u4ec0\u4e48\uff1f\u5728\u628a\u98df\u7269\u4e2d\u7eaf\u7cb9\u7684\u517b\u5206\u548c\u4e0d\u7eaf\u7684\u5e9f\u7269\u5206\u79bb\u3002\u4f60\u7684\u80ba\u5728\u505a\u4ec0\u4e48\uff1f\u5728\u628a\u7a7a\u6c14\u4e2d\u6709\u7528\u7684\u6210\u5206\u548c\u6ca1\u7528\u7684\u6210\u5206\u5206\u79bb\u3002\u6d88\u5316\u662f\u84b8\u998f\uff0c\u547c\u5438\u662f\u84b8\u998f\u3002\u4f60\u6d3b\u7740\u7684\u6bcf\u4e00\u79d2\uff0c\u4f60\u7684\u8eab\u4f53\u90fd\u5728\u5bf9\u81ea\u5df1\u6267\u884c\u70bc\u91d1\u672f\u3002<\/p>\n<p>\u84b8\u998f\u77ff\u7269\uff0c\u662f\u79d1\u5b66\u3002\u84b8\u998f\u4eba\uff0c\u662f\u4ec0\u4e48\uff1f\u5982\u679c\u4f60\u770b\u8fc7\u300a\u94a2\u4e4b\u70bc\u91d1\u672f\u5e08\u300b\uff0c\u4f60\u5e94\u8be5\u7acb\u523b\u53cd\u5e94\u8fc7\u6765\u4e86\uff0c\u8fd9\u5c31\u662f\u4eba\u4f53\u70bc\u6210\u3002<\/p>\n<p>\u5728\u8fd9\u90e8\u52a8\u6f2b\u91cc\uff0c\u6709\u4e00\u6761\u5e95\u7ebf\uff0c\u4f60\u53ef\u4ee5\u70bc\u6210\u4efb\u4f55\u7269\u8d28\uff0c\u4f46\u4e0d\u80fd\u5bf9\u4eba\u6267\u884c\u70bc\u91d1\u672f\u3002\u7231\u5fb7\u534e\u5144\u5f1f\u8fdd\u53cd\u4e86\u8fd9\u6761\u7981\u5fcc\uff0c\u8bd5\u56fe\u7528\u70bc\u91d1\u672f\u590d\u6d3b\u6bcd\u4eb2\u3002\u4ee3\u4ef7\u662f\u4ec0\u4e48\uff1f\u4e00\u4e2a\u5931\u53bb\u4e86\u6574\u4e2a\u8eab\u4f53\uff0c\u4e00\u4e2a\u5931\u53bb\u4e86\u624b\u81c2\u548c\u817f\u3002\u800c\u70bc\u6210\u51fa\u6765\u7684\u4e1c\u897f\uff0c\u53ea\u662f\u4e00\u4e2a\u6ca1\u6709\u7075\u9b42\u7684\u8089\u5757\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/C935DD59F5418E79EA53293CD4B27E24F6B35836_size126_w1080_h609.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u4f60\u53ef\u4ee5\u590d\u5236\u7269\u8d28\u6784\u6210\uff0c\u4f46\u7075\u9b42\u4e0d\u5728\u7b49\u4ef7\u4ea4\u6362\u7684\u8303\u56f4\u5185\u3002<\/p>\n<p>\u8fd9\u4e2a\u6545\u4e8b\u542c\u8d77\u6765\u53ef\u80fd\u6709\u70b9\u5413\u4eba\u3002\u84b8\u998f\u662f\u7075\u9b42\u64cd\u4f5c\uff0c\u5e15\u62c9\u585e\u5c14\u82cf\u65af\u8bf4\u4eba\u662f\u6df7\u5408\u7269\u53ef\u4ee5\u88ab\u5206\u79bb\uff0c\u70bc\u91d1\u672f\u8ba4\u4e3a\u84b8\u998f\u662f\u628a\u7cbe\u534e\u4ece\u7269\u8d28\u7684\u76d1\u7262\u91cc\u91ca\u653e\u51fa\u6765\u2014\u2014\u597d\u50cf\u6211\u4eec\u6b63\u5728\u505a\u7684\u4e8b\u60c5\uff0c\u8ddf\u4e2d\u4e16\u7eaa\u7684\u5deb\u672f\u4e00\u8109\u76f8\u627f\u3002<\/p>\n<p>\u4f46\u8fd9\u4e2a\u6545\u4e8b\u6700\u7ec8\u8d70\u5411\u4e86\u5927\u56e2\u5706\u3002\u4eba\u7c7b\u8d62\u4e86\uff0c\u84b8\u998f\u88ab\u9a6f\u670d\u4e86\uff0c\u7075\u9b42\u64cd\u4f5c\u53d8\u6210\u4e86\u7269\u7406\u64cd\u4f5c\uff0c\u7269\u7406\u64cd\u4f5c\u53d8\u6210\u4e86\u5de5\u7a0b\u53c2\u6570\u3002\u4e00\u5207\u53ef\u63a7\u3001\u53ef\u89e3\u91ca\u3001\u53ef\u91cf\u5316\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/0F2C67BA942DFD1CA4C36C03B371A6BB0F049ECD_size23_w640_h236.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>1675 \u5e74\uff0c\u6cd5\u56fd\u836f\u5242\u5e08 Lemery \u51fa\u7248\u4e86\u300a\u5316\u5b66\u6559\u7a0b\u300b\uff0c\u5c06\u70bc\u91d1\u672f\u58eb\u5b9a\u4e49\u4e3a\u300c\u9a97\u5b50\u548c\u5192\u5145\u8005\u300d\uff0c\u5207\u65ad\u4e86\u5316\u5b66\u548c\u70bc\u91d1\u672f\u7684\u8054\u7cfb\u3002\u5c3d\u7ba1\u5316\u5b66\u4f7f\u7528\u4e86\u4e0d\u5c11\u70bc\u91d1\u672f\u7684\u6280\u672f\uff0c\u4f46\u70bc\u91d1\u672f\u505a\u7684\u4e8b\u60c5\u2014\u2014\u8ffd\u6c42\u7b2c\u4e94\u5143\u7d20\u3001\u63a2\u7d22\u7075\u9b42\u7684\u7eaf\u5316\u3001\u5728\u84b8\u998f\u5668\u524d\u51a5\u60f3\u5b87\u5b99\u7684\u79e9\u5e8f\u2014\u2014\u5168\u662f\u9a97\u672f\u3002\u5316\u5b66\u662f\u65b0\u7684\u3001\u5e72\u51c0\u7684\u3001\u7406\u6027\u7684\u3002\u5316\u5b66\u4e0d\u641e\u90a3\u4e9b\u795e\u795e\u53e8\u53e8\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u6709\u4e2a\u5b66\u8005\u53eb Bruce Moran\uff0c\u4ed6\u5199\u4e86\u4e00\u672c\u4e66\u5c31\u53eb\u300aDistilling Knowledge\u300b\u2014\u2014\u84b8\u998f\u77e5\u8bc6\u3002\u4ed6\u5728\u4e66\u91cc\u63cf\u8ff0\u4e86\u8fd9\u4e2a\u8fc7\u7a0b\uff1a\u5316\u5b66\u901a\u8fc7\u91cd\u65b0\u5b9a\u4e49\u70bc\u91d1\u672f\u6765\u4e0e\u4e4b\u5207\u5272\uff0c\u7ed9\u81ea\u5df1\u5236\u9020\u4e86\u4e00\u6bb5\u300c\u4e0d\u53ef\u8ffd\u6eaf\u7684\u5386\u53f2\u300d\u3002\u5b83\u5047\u88c5\u81ea\u5df1\u4ece\u6765\u6ca1\u6709\u8ddf\u70bc\u91d1\u672f\u6cbe\u8fc7\u8fb9,\u628a\u4ee5\u524d\u7684\u300c\u5b9e\u8df5\u6027\u7684\u70bc\u91d1\u667a\u6167\u300d\u91cd\u65b0\u5305\u88c5\u6210\u4e86\u300c\u5316\u5b66\u4e8b\u5b9e\u300d\u3002<\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u5316\u5b66\u628a\u81ea\u5df1\u6d17\u767d\u4e86\u3002\u4ece\u6b64\uff0c\u84b8\u998f\u5c31\u53d8\u6210\u4e86\u4e00\u4e2a\u5e72\u5e72\u51c0\u51c0\u7684\u6280\u672f\u672f\u8bed\u3002\u52a0\u70ed\uff0c\u6c14\u5316\uff0c\u51b7\u51dd\uff0c\u6536\u96c6\u3002\u6ca1\u6709\u7075\u9b42\uff0c\u6ca1\u6709\u7b2c\u4e94\u5143\u7d20\uff0c\u6ca1\u6709\u5b87\u5b99\u79e9\u5e8f\uff0c\u53ea\u6709\u6cb8\u70b9\u3001\u6e29\u5ea6\u66f2\u7ebf\u548c\u4ea7\u51fa\u7387\u3002<\/p>\n<p>\u4e0d\u4ec5\u5316\u5b66\uff0c\u7269\u7406\u5b66\u4e5f\u5b8c\u6210\u4e86\u7c7b\u4f3c\u7684\u5207\u5272\u3002<\/p>\n<p>\u725b\u987f\u53bb\u4e16\u4e4b\u540e\uff0c\u7559\u4e0b\u4e86\u5927\u91cf\u79c1\u4eba\u624b\u7a3f\u30021872 \u5e74\uff0c\u5251\u6865\u5927\u5b66\u62ff\u5230\u4e86\u8fd9\u4e9b\u624b\u7a3f\uff0c\u7ec4\u7ec7\u4e86\u4e00\u4e2a\u5b66\u8005\u56e2\u961f\u82b1\u4e86\u5341\u516d\u5e74\u5206\u7c7b\u6574\u7406\u3002\u6574\u7406\u5b8c\u4e4b\u540e\u5462\uff1f\u4ed6\u4eec\u628a\u300c\u79d1\u5b66\u7684\u90e8\u5206\u300d\u7559\u4e0b\u4e86\u2014\u2014\u5149\u5b66\u3001\u529b\u5b66\u3001\u6570\u5b66\uff0c\u628a\u5269\u4e0b\u7684\u51e0\u4e4e\u5168\u90e8\u9000\u56de\u7ed9\u4e86\u624b\u7a3f\u7684\u62e5\u6709\u8005\uff0c\u6734\u8328\u8305\u65af\u4f2f\u7235\u5bb6\u65cf\u3002<\/p>\n<p>\u9000\u56de\u53bb\u7684\u662f\u4ec0\u4e48\uff1f\u725b\u987f\u7684\u70bc\u91d1\u672f\u624b\u7a3f\uff0c\u8fd8\u6709\u4ed6\u7684\u795e\u5b66\u624b\u7a3f\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/0CC8820F2A8B73622E18F72F09B26622CBA52CF4_size117_w1080_h724.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u4e8e\u662f\uff0c\u540c\u4e00\u4e2a\u4eba\u88ab\u5288\u6210\u4e86\u4e24\u534a\u3002\u7b26\u5408\u7406\u6027\u53d9\u4e8b\u7684\u90a3\u4e00\u534a\u4fdd\u7559\uff0c\u4e0d\u7b26\u5408\u7684\u90a3\u4e00\u534a\u88c5\u8fdb\u7bb1\u5b50\u9001\u56de\u8d35\u65cf\u5bb6\u7684\u9601\u697c\u3002\u4ece\u6b64\uff0c\u6211\u4eec\u6709\u4e86\u6559\u79d1\u4e66\u91cc\u7684\u725b\u987f\uff1a<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%8b%b9%e6%9e%9c\" title=\"View all posts in \u82f9\u679c\" target=\"_blank\" class=\"tag_link\">\u82f9\u679c<\/a>\u7838\u8111\u888b\uff0c\u4e07\u6709\u5f15\u529b\uff0c\u5149\u7684\u8272\u6563\uff0c\u5fae\u79ef\u5206\u3002\u5e72\u51c0\u5229\u843d\uff0c\u4e00\u4e2a\u7eaf\u7cb9\u7684\u7406\u6027\u5de8\u4eba\uff0c\u300c\u7406\u6027\u65f6\u4ee3\u7684\u7b2c\u4e00\u4eba\u300d\u3002<\/p>\n<p>\u73b0\u4ee3\u4e16\u754c\u4e8e\u662f\u5728\u7406\u6027\u4e4b\u4e0a\u8bde\u751f\u4e86\u30021917 \u5e74\uff0c\u5728\u7b2c\u4e00\u6b21\u4e16\u754c\u5927\u6218\u5373\u5c06\u7ed3\u675f\u7684\u65f6\u5019\uff0c\u9a6c\u514b\u65af&middot;\u97e6\u4f2f\u7ad9\u5728\u8bb2\u53f0\u4e0a\uff0c\u5bf9\u4e00\u7fa4\u5e74\u8f7b\u4eba\u505a\u4e86\u4e00\u573a\u6f14\u8bb2\uff0c\u53eb\u300c\u4ee5\u5b66\u672f\u4e3a\u4e1a\u300d\u3002\u4ed6\u603b\u7ed3\u73b0\u4ee3\u4e16\u754c\u7684\u7279\u5f81\uff0c\u662f\u300c\u4e16\u754c\u7684\u795b\u9b45\u300d\u2014\u2014\u539f\u5219\u4e0a\u4e0d\u5b58\u5728\u795e\u79d8\u7684\u3001\u4e0d\u53ef\u8ba1\u7b97\u7684\u529b\u91cf\u3002\u4e00\u5207\u90fd\u53ef\u4ee5\u901a\u8fc7\u7406\u6027\u6765\u638c\u63e1\u3002<\/p>\n<p>\u4f60\u4e0d\u9700\u8981\u5deb\u5e08\uff0c\u4f60\u4e0d\u9700\u8981\u5492\u8bed\u3002\u4f60\u6709\u5de5\u7a0b\u5e08\uff0c\u4f60\u6709\u516c\u5f0f\u3002<\/p>\n<p>\u592a\u9633\u5347\u8d77\u6765\u4e86\u3002\u4e09\u767e\u5e74\uff0c\u84b8\u998f\u5b8c\u6210\u4e86\u4ece\u7075\u9b42\u64cd\u4f5c\u5230\u7269\u7406\u64cd\u4f5c\u5230\u5de5\u7a0b\u53c2\u6570\u7684\u5168\u90e8\u65c5\u7a0b\u3002\u4eba\u7c7b\u7ec8\u4e8e\u628a\u4e16\u754c\u4e0a\u6240\u6709\u7684\u795e\u79d8\u529b\u91cf\u90fd\u5173\u8fdb\u4e86\u7b3c\u5b50\u3002\u4e00\u5207\u53ef\u63a7\uff0c\u4e00\u5207\u53ef\u89e3\u91ca\uff0c\u4e00\u5207\u53ef\u91cf\u5316\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/6FE9AA1AA47EF932A9D83CB269C648477A2933DA_size24_w1080_h408.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u4e0d\u8fc7\uff0c\u70bc\u91d1\u672f\u4ece\u6765\u6ca1\u6709\u771f\u7684\u6d88\u5931\u3002<\/p>\n<p>\u4f60\u77e5\u9053\u82f1\u8bed\u91cc\u7ba1\u70c8\u9152\u53eb\u4ec0\u4e48\u5417\uff1fSpirits\u3002\u6cd5\u8bed\u53eb esprit\uff0c\u5fb7\u8bed\u53eb Geist\u3002\u8fd9\u4e09\u4e2a\u8bcd\u5728\u5404\u81ea\u7684\u8bed\u8a00\u91cc\u90fd\u540c\u65f6\u6709\u4e24\u4e2a\u610f\u601d\uff1a\u70c8\u9152\uff0c\u548c\u7075\u9b42\u3002\u84b8\u998f\u51fa\u6765\u7684\u9152\u7cbe\uff0c\u548c\u4eba\u7684\u7cbe\u795e\u672c\u8d28\uff0c\u7528\u7684\u662f\u540c\u4e00\u4e2a\u8bcd\u3002<\/p>\n<p>\u8fd9\u4e0d\u662f\u5de7\u5408\u3002\u8fd9\u662f\u8bcd\u6e90\u4e0a\u7684\u76f4\u7cfb\u8840\u4eb2\u3002\u70bc\u91d1\u672f\u58eb\u628a\u84b8\u998f\u8fc7\u7a0b\u4e2d\u6c14\u5316\u4e0a\u5347\u7684\u90a3\u90e8\u5206\u53eb\u505a\u7269\u8d28\u7684\u300cspirit\u300d\u2014\u2014\u56e0\u4e3a\u5b83\u662f\u4e0d\u53ef\u89c1\u7684\u3001\u4e0a\u5347\u7684\u3001\u8131\u79bb\u4e86\u7269\u8d28\u8eaf\u4f53\u7684\u3002\u8ddf\u7075\u9b42\u7684\u884c\u4e3a\u4e00\u6a21\u4e00\u6837\u3002\u540e\u6765\u8fd9\u4e2a\u8bcd\u5206\u4e86\u5c94\uff0c\u4e00\u6761\u8d70\u5411\u4e86\u9152\u5427\u83dc\u5355\uff0c\u4e00\u6761\u8d70\u5411\u4e86\u5b97\u6559\u54f2\u5b66\uff0c\u4f46\u8bcd\u6839\u4f9d\u7136\u9610\u660e\u7740\uff0c\u5728\u4e00\u74f6\u5a01\u58eb\u5fcc\u91cc\uff0c\u6709\u7740\u70bc\u91d1\u672f\u7684\u6b8b\u7559\u3002<\/p>\n<p>\u751a\u81f3\u5b83\u8fd8\u6709\u7740\u66f4\u52a0\u76f4\u63a5\u7684\u56de\u97f3\u3002<\/p>\n<p>2017 \u5e74\uff0cGoogle AI \u7684\u7814\u7a76\u5458 Ali Rahimi \u5728 NIPS\u2014\u2014\u5168\u4e16\u754c\u6700\u91cd\u8981\u7684 AI \u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u2014\u2014\u4e0a\u505a\u4e86\u4e00\u4e2a\u6f14\u8bb2\uff0c\u5f15\u7206\u4e86\u4e00\u573a\u884c\u4e1a\u4e89\u8bba\u3002\u4ed6\u7684\u5224\u65ad\u662f\uff1a\u300c<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0\" title=\"View all posts in \u673a\u5668\u5b66\u4e60\" target=\"_blank\" class=\"tag_link\">\u673a\u5668\u5b66\u4e60<\/a>\u5df2\u7ecf\u53d8\u6210\u4e86\u70bc\u91d1\u672f\u3002\u300d\u4ed6\u8bf4\uff0c\u8fd9\u4e2a\u9886\u57df\u5f25\u6f2b\u7740\u4e00\u79cd\u75db\u82e6\uff0c\u300c\u6211\u4eec\u5f88\u591a\u4eba\u89c9\u5f97\u81ea\u5df1\u5728\u64cd\u4f5c\u4e00\u79cd\u5916\u661f\u6280\u672f\u300d\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/31264797770228EB46ACDE1B10BCE0C8906D79B4_size89_w1080_h724.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u4ed6\u8bf4\u7684\u4e0d\u662f\u67d0\u4e00\u4e2a\u5177\u4f53\u6a21\u578b\u4e0d\u53ef\u89e3\u91ca\uff0c\u800c\u662f\u6574\u4e2a\u9886\u57df\u5728\u5efa\u9020\u81ea\u5df1\u4e0d\u7406\u89e3\u7684\u4e1c\u897f\u2014\u2014\u4e3a\u4ec0\u4e48\u8fd9\u7ec4\u53c2\u6570\u6709\u6548\u90a3\u7ec4\u6ca1\u6548\uff0c\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u67b6\u6784 work \u90a3\u4e2a\u4e0d work\uff0c\u6ca1\u6709\u4eba\u80fd\u7ed9\u51fa\u771f\u6b63\u7684\u7406\u8bba\u89e3\u91ca\uff0c\u5927\u5bb6\u9760\u7684\u662f\u7ecf\u9a8c\u3001\u76f4\u89c9\u548c\u53cd\u590d\u8bd5\u9519\u3002<\/p>\n<p>\u4e0e Hinton \u9f50\u540d\u7684\u6768\u7acb\u6606\u7b2c\u4e8c\u5929\u53cd\u51fb\uff0c\u8bf4\u8fd9\u4e2a\u7c7b\u6bd4\u662f\u300c\u4fae\u8fb1\u6027\u7684\u300d\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u60c5\u7eea\u8bcd\u3002\u8fd9\u4e5f\u96be\u602a\uff0cRahimi \u7528\u300c\u70bc\u91d1\u672f\u300d\u6765\u79f0\u547c\u300c\u673a\u5668\u5b66\u4e60\u300d\uff0c\u5927\u6982\u76f8\u5f53\u4e8e\u4f60\u53bb\u544a\u8bc9\u4e00\u4e2a\u5316\u5b66\u5bb6\u8bf4\u4f60\u4e0d\u8fc7\u662f\u4e2a\u70bc\u91d1\u672f\u5e08\u4e00\u6837\uff0c\u76f8\u5f53\u4e8e\u8bf4\u4f60\u662f\u4e2a\u9a97\u5b50\uff0c\u662f\u4e2a\u5192\u5145\u8005\u3002<\/p>\n<p>\u8fd9\u6837\u7684\u7528\u8bcd\uff0c\u52fe\u8d77\u4e86 LeCun \u4e00\u4e9b\u4e0d\u597d\u7684\u8054\u60f3\u3002<\/p>\n<p>1990 \u5e74\u4ee3\uff0c\u795e\u7ecf\u7f51\u7edc\u5728\u5b9e\u8df5\u4e2d\u5df2\u7ecf\u6709\u6548\u4e86\uff0c\u4f46\u5b66\u672f\u754c\u5acc\u5b83\u7f3a\u4e4f\u7406\u8bba\u4fdd\u8bc1\uff0c\u4e0d\u591f\u300c\u79d1\u5b66\u300d\uff0c\u96c6\u4f53\u8f6c\u5411\u4e86\u522b\u7684\u65b9\u6cd5\uff0c\u795e\u7ecf\u7f51\u7edc\u88ab\u51b7\u843d\u4e86\u5341\u591a\u5e74\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u4e0a\u4e00\u6b21\u6709\u4eba\u7ed9\u8fd9\u4e2a\u9886\u57df\u8d34\u4e0a\u8fd9\u4e2a\u6807\u7b7e\uff0cLeCun \u5dee\u70b9\u5931\u53bb\u4e86\u4e00\u5207\uff0c\u4ed6\u8bf4\u81ea\u5df1\u89c1\u8fc7\u7c7b\u4f3c\u7684\u6807\u7b7e\uff0c\u53ef\u4ee5\u6740\u6b7b\u4e00\u4e2a\u9886\u57df\u3002<\/p>\n<p>\u5f53\u7136\uff0cLeCun \u4e5f\u7ed9\u4e86\u5b9e\u8d28\u6027\u7684\u53cd\u9a73\uff1a\u4f60\u8bf4\u7684\u4e0d\u662f\u70bc\u91d1\u672f\uff0c\u662f\u5de5\u7a0b\u3002\u5de5\u7a0b\u5b9e\u8df5\u603b\u662f\u8d70\u5728\u7406\u8bba\u524d\u9762\uff0c\u4f60\u4e0d\u80fd\u56e0\u4e3a\u7406\u8bba\u8fd8\u6ca1\u8ffd\u4e0a\u6765\u5c31\u8bf4\u5b9e\u8df5\u662f\u5deb\u672f\u3002\u4e0d\u8fc7\u6211\u4eec\u4f9d\u7136\u80fd\u770b\u5230\uff0c\u9a71\u4f7f\u4ed6\u5982\u6b64\u8fc5\u901f\u800c\u6fc0\u70c8\u505a\u51fa\u53cd\u5e94\u7684\uff0c\u662f\u80cc\u540e\u7684\u67d0\u79cd\u6050\u60e7\u3002<\/p>\n<p>\u4f46\u7c7b\u4f3c\u7684\u8bf4\u6cd5\u4f9d\u7136\u5728\u7a0b\u5e8f\u5458\u5708\u5b50\u91cc\u6d41\u4f20\u7740\uff0c\u5728\u4e2d\u56fd\u4e5f\u6709\u7740\u4e00\u5957\u7c7b\u4f3c\u7684\u9ed1\u8bdd\u2014\u2014\u8bad\u7ec3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u53eb\u300c\u70bc\u4e39\u300d\uff0c\u8c03\u8d85\u53c2\u6570\u53eb\u300c\u8c03\u4e39\u65b9\u300d\uff0cGPU \u670d\u52a1\u5668\u53eb\u300c\u70bc\u4e39\u7089\u300d\uff0c\u8bad\u7ec3\u4e0d\u6536\u655b\u53eb\u300c\u70b8\u7089\u4e86\u300d\u3002\u6ca1\u6709\u4eba\u7ec4\u7ec7\u8fc7\u8fd9\u4ef6\u4e8b\uff0c\u6ca1\u6709\u54ea\u672c\u6559\u6750\u6559\u4ed6\u4eec\u8fd9\u6837\u8bf4\uff0c\u4ed6\u4eec\u81ea\u5df1\u5c31\u8fd9\u4e48\u53eb\u4e86\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/86DE26BB5189193660E8933D106298A82F128BAB_size18_w640_h232.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u6545\u4e8b\u8fd8\u6ca1\u6709\u7ed3\u675f\u3002<\/p>\n<p>\u8fd8\u8bb0\u5f97\u524d\u9762\u8bf4\u7684\u90a3\u4e2a\u7bb1\u5b50\u5417\uff1f<\/p>\n<p>\u725b\u987f\u88ab\u5288\u6210\u4e24\u534a\uff0c\u70bc\u91d1\u672f\u7684\u90a3\u4e00\u534a\u88ab\u88c5\u8fdb\u7bb1\u5b50\u9000\u56de\u4e86\u6734\u8328\u8305\u65af\u4f2f\u7235\u5bb6\u3002<\/p>\n<p>1936 \u5e74\uff0c\u6734\u8328\u8305\u65af\u4f2f\u7235\u7684\u540e\u4eba\u7f3a\u94b1\uff0c\u628a\u90a3\u6279\u624b\u7a3f\u9001\u8fdb\u4e86\u82cf\u5bcc\u6bd4\u62cd\u5356\u884c\u3002\u7ecf\u6d4e\u5b66\u5bb6\u7ea6\u7ff0&middot;\u6885\u7eb3\u5fb7&middot;\u51ef\u6069\u65af\u542c\u8bf4\u4e86\u8fd9\u4ef6\u4e8b\uff0c\u4f46\u542c\u5f97\u592a\u665a\uff0c\u62cd\u5356\u5df2\u7ecf\u7ed3\u675f\u4e86\uff0c\u624b\u7a3f\u88ab\u5206\u6563\u5356\u7ed9\u4e86\u51e0\u5341\u4e2a\u4e70\u5bb6\u3002\u51ef\u6069\u65af\u82b1\u4e86\u597d\u51e0\u5e74\u65f6\u95f4\u628a\u5176\u4e2d\u4e00\u5927\u90e8\u5206\u91cd\u65b0\u6536\u96c6\u56de\u6765\u2014\u2014\u4e3b\u8981\u662f\u70bc\u91d1\u672f\u7684\u90e8\u5206\u3002<\/p>\n<p>\u7136\u540e\u51ef\u6069\u65af\u53d1\u73b0\uff0c\u725b\u987f\u5199\u4e86\u5927\u7ea6\u4e00\u767e\u4e07\u5b57\u7684\u70bc\u91d1\u672f\u6587\u732e\u3002\u4e0d\u662f\u968f\u624b\u6d82\u7684\u7b14\u8bb0\uff0c\u662f\u7cfb\u7edf\u6027\u7684\u7814\u7a76\u3001\u8be6\u7ec6\u7684\u5b9e\u9a8c\u8bb0\u5f55\u3001\u5bf9\u53e4\u4ee3\u70bc\u91d1\u6587\u672c\u9010\u5b57\u9010\u53e5\u7684\u89e3\u8bfb\u3002<\/p>\n<p>\u51ef\u6069\u65af\u610f\u8bc6\u5230\uff0c\u70bc\u91d1\u672f\u5bf9\u725b\u987f\u6765\u8bf4\u4e0d\u662f\u4ec0\u4e48\u8fb9\u7f18\u7231\u597d\uff0c\u4e0d\u662f\u79d1\u5b66\u5bb6\u4e0b\u73ed\u540e\u7684\u6d88\u9063\u3002\u5728\u5f88\u591a\u65b9\u9762\uff0c\u5b83\u53ef\u80fd\u662f\u725b\u987f\u6bd5\u751f\u7684\u6838\u5fc3\u5de5\u4f5c\u2014\u2014\u6bd4\u7269\u7406\u5b66\u548c\u6570\u5b66\u66f4\u6838\u5fc3\u3002\u725b\u987f\u76f8\u4fe1\uff0c\u901a\u8fc7\u70bc\u91d1\u672f\u7684\u65b9\u6cd5\u7814\u7a76\u7269\u8d28\u7684\u8f6c\u5316\uff0c\u53ef\u4ee5\u7406\u89e3\u6d41\u8d2f\u6574\u4e2a\u81ea\u7136\u754c\u7684\u521b\u9020\u529b\u3002\u4ed6\u7684\u79d1\u5b66\u548c\u4ed6\u7684\u70bc\u91d1\u672f\u4e0d\u662f\u4e24\u4e2a\u5272\u88c2\u7684\u7231\u597d\uff0c\u800c\u662f\u540c\u4e00\u4e2a\u5de5\u7a0b\u7684\u4e24\u4e2a\u9762\u5411\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/3E0E12C3CB28A36CF7C29565A3665ED17590DE7B_size60_w700_h326.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>1946 \u5e74\uff0c\u725b\u987f\u8bde\u8fb0\u4e09\u767e\u5468\u5e74\u7eaa\u5ff5\u6d3b\u52a8\u5728\u5251\u6865\u4e3e\u884c\u3002\u51ef\u6069\u65af\u672c\u6765\u51c6\u5907\u4e86\u4e00\u7bc7\u6f14\u8bb2\uff0c\u4f46\u4ed6\u5df2\u7ecf\u53bb\u4e16\u4e86\uff0c\u6f14\u8bb2\u7a3f\u7531\u4ed6\u7684\u5144\u5f1f\u4ee3\u4e3a\u5ba3\u8bfb\u3002<\/p>\n<p>\u4ed6\u5199\uff1a<\/p>\n<p>\u300c\u5341\u516b\u4e16\u7eaa\u4ee5\u6765\uff0c\u725b\u987f\u88ab\u89c6\u4e3a\u73b0\u4ee3\u79d1\u5b66\u5bb6\u4e2d\u7b2c\u4e00\u4f4d\u4e5f\u662f\u6700\u4f1f\u5927\u7684\u4e00\u4f4d\uff0c\u4e00\u4e2a\u7406\u6027\u4e3b\u4e49\u8005\uff0c\u4e00\u4e2a\u6559\u6211\u4eec\u6309\u7167\u51b7\u9759\u800c\u7eaf\u7cb9\u7684\u7406\u6027\u53bb\u601d\u8003\u7684\u4eba\u3002<\/p>\n<p>\u300c\u6211\u4e0d\u8fd9\u6837\u770b\u4ed6\u3002\u725b\u987f\u4e0d\u662f\u7406\u6027\u65f6\u4ee3\u7684\u7b2c\u4e00\u4eba\u3002<\/p>\n<p>\u300c\u4ed6\u662f\u6700\u540e\u7684\u5deb\u5e08\uff0c\u6700\u540e\u7684\u5df4\u6bd4\u4f26\u4eba\u548c\u82cf\u7f8e\u5c14\u4eba\uff0c\u6700\u540e\u4e00\u4e2a\u4ee5\u8fd1\u4e00\u4e07\u5e74\u524d\u90a3\u4e9b\u5f00\u59cb\u6784\u5efa\u6211\u4eec\u667a\u8bc6\u9057\u4ea7\u7684\u5148\u4eba\u540c\u6837\u7684\u773c\u5149\u5ba1\u89c6\u8fd9\u4e2a\u4e16\u754c\u7684\u4f1f\u5927\u5fc3\u7075\u3002\u300d<\/p>\n<p>\u662f\u7684\uff0c\u725b\u987f\u662f\u6700\u540e\u7684\u5deb\u5e08\u3002\u8fd9\u4e00\u4e8b\u5b9e\u8ba9\u6211\u4eec\u4e0d\u5f97\u4e0d\u91cd\u65b0\u601d\u8003\uff0c\u5173\u4e8e\u300c\u7406\u6027\u300d\u7684\u5386\u53f2\u662f\u4e0d\u662f\u53ea\u662f\u4e00\u79cd\u53d9\u8ff0\u65b9\u5f0f\uff1f<\/p>\n<p>\u6216\u8005\u8bf4\uff0c\u795e\u79d8\u5b66\u672c\u8eab\uff0c\u662f\u4e0d\u662f\u7406\u6027\u53d1\u5c55\u7684\u91cd\u8981\u529b\u91cf\uff0c\u800c\u5f53\u7406\u6027\u53d1\u5c55\u5230\u6781\u81f4\u7684\u65f6\u5019\uff0c\u795e\u79d8\u5b66\u4e5f\u5c06\u62e5\u6709\u65b0\u7684\u529b\u91cf\uff1f\u53ea\u662f\u90a3\u4e2a\u795e\u79d8\u9a71\u52a8\u529b\uff0c\u4e8b\u540e\u4f1a\u88ab\u6e05\u7406\u6389\uff0c\u5c31\u50cf\u706b\u7bad\u5347\u7a7a\u4e4b\u540e\u629b\u6389\u52a9\u63a8\u5668\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/9DDC5B55110D291D805D40205860F8A79AEFC9E4_size31_w1080_h328.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u4e07\u6709\u5f15\u529b\u662f\u8d85\u8ddd\u4f5c\u7528\u2014\u2014\u4e24\u4e2a\u7269\u4f53\u4e4b\u95f4\u4ec0\u4e48\u90fd\u6ca1\u6709\uff0c\u4f46\u5b83\u4eec\u4e92\u76f8\u5438\u5f15\u3002\u8fd9\u5728\u5341\u4e03\u4e16\u7eaa\u7684\u673a\u68b0\u8bba\u6846\u67b6\u91cc\u662f\u4e0d\u53ef\u601d\u8bae\u7684\uff0c\u7b1b\u5361\u5c14\u7684\u4fe1\u5f92\u4eec\u653b\u51fb\u725b\u987f\u8bf4\u8fd9\u662f\u300c\u795e\u79d8\u6027\u8d28\u300d\u7684\u590d\u6d3b\u3002<\/p>\n<p>\u725b\u987f\u81ea\u5df1\u4e5f\u4e0d\u6ee1\u610f\u3002\u4ed6\u5728\u70bc\u91d1\u672f\u91cc\u5bfb\u627e\u7684\uff0c\u662f\u4e00\u79cd\u80fd\u89e3\u91ca\u300c\u7269\u8d28\u5982\u4f55\u5728\u6ca1\u6709\u63a5\u89e6\u7684\u60c5\u51b5\u4e0b\u4f5c\u7528\u4e8e\u7269\u8d28\u300d\u7684\u7406\u8bba\u3002<\/p>\n<p>\u4ed6\u6ca1\u627e\u5230\uff0c\u4f46\u8fd9\u4e2a\u8ffd\u95ee\u672c\u8eab\uff0c\u8fd9\u79cd\u5bf9\u300c\u4e0d\u53ef\u89c1\u7684\u529b\u300d\u7684\u6267\u5ff5\uff0c\u5851\u9020\u4e86\u4ed6\u63d0\u95ee\u7684\u65b9\u5f0f\u2014\u2014\u800c\u63d0\u95ee\u7684\u65b9\u5f0f\u51b3\u5b9a\u4e86\u7b54\u6848\u7684\u5f62\u72b6\u3002<\/p>\n<p>\u7a0b\u5e8f\u5458\u7ba1\u8bad\u7ec3\u6a21\u578b\u53eb\u300c\u70bc\u4e39\u300d\uff0c\u8fd9\u4e0d\u53ea\u662f\u4e00\u4e2a\u73a9\u7b11\u3002\u5b83\u7cbe\u786e\u5730\u63cf\u8ff0\u4e86\u4e00\u79cd\u8ba4\u77e5\u72b6\u6001\uff1a\u6211\u5728\u64cd\u4f5c\u4e00\u4e2a\u6211\u4e0d\u5b8c\u5168\u7406\u89e3\u7684\u7cfb\u7edf\uff0c\u6211\u77e5\u9053\u67d0\u4e9b\u64cd\u4f5c\u4f1a\u4ea7\u751f\u67d0\u4e9b\u7ed3\u679c\uff0c\u4f46\u6211\u4e0d\u77e5\u9053\u4e3a\u4ec0\u4e48\u3002\u6211\u8c03\u53c2\u6570\u9760\u7684\u4e0d\u662f\u63a8\u5bfc\uff0c\u662f\u624b\u611f\u3002\u6211\u5224\u65ad\u6a21\u578b\u597d\u4e0d\u597d\u9760\u7684\u4e0d\u662f\u8bc1\u660e\uff0c\u662f\u76f4\u89c9\u3002\u8fd9\u8ddf\u70bc\u91d1\u672f\u58eb\u9762\u5bf9\u5769\u57da\u65f6\u7684\u72b6\u6001\uff0c\u5728\u7ed3\u6784\u4e0a\u662f\u540c\u6784\u7684\u3002<\/p>\n<p>LeCun \u8bf4\u8fd9\u4e0d\u662f\u70bc\u91d1\u672f\uff0c\u662f\u5de5\u7a0b\u3002\u4ed6\u8bf4\u5f97\u5bf9\u2014\u2014\u4f46\u53ea\u5bf9\u4e86\u4e00\u534a\u3002\u5de5\u7a0b\u7684\u610f\u601d\u662f\u300c\u6211\u4e0d\u9700\u8981\u5b8c\u5168\u7406\u89e3\u539f\u7406\uff0c\u53ea\u8981\u80fd\u53ef\u9760<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e5%9c%b0%e4%ba%a7\" title=\"View all posts in \u5730\u4ea7\" target=\"_blank\" class=\"tag_link\">\u5730\u4ea7<\/a>\u51fa\u7ed3\u679c\u300d\u3002\u8fd9\u786e\u5b9e\u662f\u5f53\u524d AI \u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u4f46\u70bc\u91d1\u672f\u4e5f\u662f\u8fd9\u6837\u5de5\u4f5c\u7684\u3002\u70bc\u91d1\u672f\u58eb\u80fd\u9020\u51fa\u786b\u9178\u3001\u76d0\u9178\u3001\u738b\u6c34\uff0c\u80fd\u63d0\u7eaf\u91d1\u5c5e\uff0c\u80fd\u5236\u9020\u5408\u91d1\u2014\u2014\u8fd9\u4e9b\u90fd\u662f\u53ef\u9760\u7684\u3001\u53ef\u91cd\u590d\u7684\u5de5\u7a0b\u6210\u679c\u3002\u70bc\u91d1\u672f\u548c\u5316\u5b66\u7684\u533a\u522b\u4ece\u6765\u4e0d\u5728\u4e8e\u300c\u80fd\u4e0d\u80fd\u4ea7\u51fa\u7ed3\u679c\u300d\uff0c\u800c\u5728\u4e8e\u300c\u4f60\u8ba4\u4e3a\u81ea\u5df1\u5728\u505a\u4ec0\u4e48\u300d\u3002\u70bc\u91d1\u672f\u58eb\u8ba4\u4e3a\u81ea\u5df1\u5728\u89e6\u78b0\u7269\u8d28\u7684\u7075\u9b42\uff0c\u5316\u5b66\u5bb6\u8ba4\u4e3a\u81ea\u5df1\u5728\u64cd\u4f5c\u5206\u5b50\u3002\u540c\u6837\u7684\u64cd\u4f5c\uff0c\u4e0d\u540c\u7684\u81ea\u6211\u7406\u89e3\u3002<\/p>\n<p>\u5f53 Hinton \u5199\u4e0b\u300c\u84b8\u998f\u300d\u8fd9\u4e2a\u8bcd\u7684\u65f6\u5019\uff0c\u5f53\u4ed6\u7528\u6e29\u5ea6\u6765\u63a7\u5236\u77e5\u8bc6\u7684\u663e\u73b0\u548c\u9690\u85cf\u7684\u65f6\u5019\u2014\u2014\u4ed6\u7684\u8bed\u8a00\u80cc\u53db\u4e86\u4ed6\u7684\u81ea\u6211\u7406\u89e3\u3002\u8bed\u8a00\u672c\u8eab\u8bf4\uff1a\u4f60\u5728\u505a\u7684\u4e8b\u60c5\uff0c\u6bd4\u4f60\u4ee5\u4e3a\u7684\u66f4\u53e4\u8001\uff0c\u4e5f\u6bd4\u4f60\u4ee5\u4e3a\u7684\u66f4\u6df1\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/23748CB346F2E357FB2DBFEEF66D423F5CEDB77E_size20_w640_h235.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>Hinton \u5728 2015 \u5e74\u53d1\u660e AI \u84b8\u998f\u7684\u65f6\u5019\uff0c\u84b8\u998f\u7684\u5bf9\u8c61\u662f\u6a21\u578b\u3002\u5927\u6a21\u578b\u84b8\u998f\u6210\u5c0f\u6a21\u578b\uff0c\u5343\u4ebf\u53c2\u6570\u538b\u7f29\u6210\u51e0\u5341\u4ebf\u53c2\u6570\uff0c\u6210\u672c\u964d\u4e00\u4e2a\u6570\u91cf\u7ea7\uff0c\u6027\u80fd\u4fdd\u7559\u5927\u534a\u3002\u8fd9\u662f\u4e00\u4e2a\u5de5\u7a0b\u95ee\u9898\uff0c\u5e72\u51c0\u5229\u843d\uff0c\u6ca1\u6709\u4efb\u4f55\u4f26\u7406\u4e0a\u7684\u6a21\u7cca\u5730\u5e26\u3002\u4f60\u84b8\u998f\u7684\u662f\u81ea\u5df1\u8bad\u7ec3\u51fa\u6765\u7684\u6a21\u578b\uff0c\u6709\u5b8c\u5168\u7684\u5904\u7f6e\u6743\u3002\u5c31\u50cf\u4f60\u81ea\u5df1\u917f\u7684\u9152\uff0c\u60f3\u84b8\u998f\u5c31\u84b8\u998f\u3002<\/p>\n<p>\u800c\u4e14\u6700\u521d\u84b8\u998f\u7684\u4e1c\u897f\u4e5f\u5f88\u7b80\u5355\u3002Hinton \u90a3\u7bc7\u8bba\u6587\u91cc\u84b8\u998f\u7684\u662f\u5206\u7c7b\u6982\u7387\u2014\u2014\u5927\u6a21\u578b\u770b\u4e00\u5f20\u56fe\uff0c\u7ed9\u51fa\u300c\u732b 92%\u3001\u8c79 3.5%\u3001\u72d7 1.2%\u300d\u8fd9\u7ec4\u6570\u5b57\uff0c\u5c0f\u6a21\u578b\u5b66\u7684\u5c31\u662f\u8fd9\u7ec4\u6570\u5b57\u3002\u8fd9\u662f\u4e00\u4e2a\u76f8\u5bf9\u9759\u6001\u7684\u77e5\u8bc6\uff0c\u50cf\u662f\u4e00\u5f20\u7167\u7247\uff1a\u8fd9\u5f20\u56fe\u50cf\u4ec0\u4e48\uff0c\u4e0d\u50cf\u4ec0\u4e48\uff0c\u5404\u81ea\u7684\u7a0b\u5ea6\u5982\u4f55\u3002<\/p>\n<p>\u4f46\u5341\u5e74\u4e4b\u95f4\uff0c\u84b8\u998f\u80fd\u63d0\u53d6\u7684\u4e1c\u897f\u53d1\u751f\u4e86\u8d28\u53d8\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/504A212104B62100F7DF685EB8E7D6270B82D86F_size32_w1080_h329.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>2019 \u5e74\uff0cGoogle \u53d1\u5e03\u4e86 DistilBERT\u2014\u2014\u628a\u5f53\u65f6\u6700\u5f3a\u7684\u8bed\u8a00\u7406\u89e3\u6a21\u578b BERT \u538b\u7f29\u4e86 40%\uff0c\u4f46\u4fdd\u7559\u4e86 97%\u7684\u6027\u80fd\u3002\u8fd9\u8bc1\u660e\u4e86\u84b8\u998f\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u540c\u6837\u53ef\u884c\u3002<\/p>\n<p>\u4f46 DistilBERT \u84b8\u998f\u7684\u8fd8\u662f\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u2014\u2014\u6a21\u578b\u8bfb\u5b8c\u4e00\u6bb5\u6587\u5b57\u4e4b\u540e\u7684\u5224\u65ad\uff0c\u771f\u6b63\u7684\u8dc3\u8fc1\u53d1\u751f\u5728 2015 \u5e74\u3002<\/p>\n<p>DeepSeek \u7684 R1 \u6a21\u578b\u4f1a\u505a\u4e00\u4ef6\u4e4b\u524d\u7684\u6a21\u578b\u4e0d\u4f1a\u505a\u7684\u4e8b\uff1a\u63a8\u7406\u3002\u9762\u5bf9\u4e00\u9053\u6570\u5b66\u9898\uff0c\u5b83\u4f1a\u4e00\u6b65\u6b65\u60f3\uff0c\u4f1a\u505c\u4e0b\u6765\u53cd\u601d\u300c\u7b49\u7b49\uff0c\u6211\u524d\u9762\u90a3\u6b65\u597d\u50cf\u6709\u95ee\u9898\u300d\uff0c\u4f1a\u63a8\u7ffb\u81ea\u5df1\u91cd\u6765\u3002\u8fd9\u4e0d\u662f\u88ab\u4eba\u6559\u7684\uff0c\u662f\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u81ea\u5df1\u6d8c\u73b0\u51fa\u6765\u7684\u3002<\/p>\n<p>\u7136\u540e DeepSeek \u8981\u628a\u8fd9\u4e2a 671 \u4ebf\u53c2\u6570\u7684\u5de8\u578b\u6a21\u578b\u84b8\u998f\u6210\u5c0f\u6a21\u578b\u3002\u95ee\u9898\u6765\u4e86\uff1a\u600e\u4e48\u84b8\u998f\u4e00\u4e2a\u4f1a\u300c\u63a8\u7406\u300d\u7684\u6a21\u578b\uff1fHinton \u84b8\u998f\u7684\u662f\u6982\u7387\u5206\u5e03\u2014\u2014\u4e00\u7ec4\u6570\u5b57\u3002R1 \u7684\u63a8\u7406\u80fd\u529b\u4e0d\u662f\u4e00\u7ec4\u6570\u5b57\uff0c\u662f\u4e00\u4e2a\u52a8\u6001\u7684\u601d\u8003\u8fc7\u7a0b\u3002<\/p>\n<p>DeepSeek \u7684\u505a\u6cd5\u662f\uff1a\u8ba9 R1 \u505a\u5927\u91cf\u7684\u6570\u5b66\u548c\u7f16\u7a0b\u9898\u76ee\uff0c\u628a\u5b83\u7684\u63a8\u7406\u8fc7\u7a0b\u2014\u2014\u6bcf\u4e00\u6b65\u600e\u4e48\u60f3\u7684\u3001\u5728\u54ea\u91cc\u505c\u987f\u3001\u5728\u54ea\u91cc\u53cd\u601d\u3001\u5728\u54ea\u91cc\u4fee\u6b63\u2014\u2014\u5b8c\u6574\u8bb0\u5f55\u4e0b\u6765\uff0c\u7136\u540e\u7528\u8fd9\u4e9b\u63a8\u7406\u8f68\u8ff9\u53bb\u8bad\u7ec3\u5c0f\u6a21\u578b\u3002\u4e0d\u662f\u8ba9\u5c0f\u6a21\u578b\u5b66 R1 \u7684\u7b54\u6848\uff0c\u800c\u662f\u8ba9\u5c0f\u6a21\u578b\u5b66 R1 \u600e\u4e48\u4e00\u6b65\u6b65\u60f3\u5230\u7b54\u6848\u3002<\/p>\n<p>\u7ed3\u679c\u51fa\u4e4e\u610f\u6599\u3002\u84b8\u998f\u51fa\u6765\u7684 32B \u6a21\u578b\u5728\u591a\u4e2a\u4efb\u52a1\u4e0a\u8d85\u8fc7\u4e86 <a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a> \u7684 o1-mini\uff0c\u800c\u4e14\u4e8b\u5b9e\u8bc1\u660e\uff0c\u7528\u5927\u6a21\u578b\u751f\u6210\u7684\u5408\u6210\u63a8\u7406\u94fe\u53bb\u8bad\u7ec3\u5c0f\u6a21\u578b\uff0c\u6548\u679c\u6bd4\u7528\u4eba\u7c7b\u4e13\u5bb6\u5199\u7684\u63a8\u7406\u94fe\u8fd8\u597d\u3002<\/p>\n<p>\u60f3\u60f3\u8fd9\u610f\u5473\u7740\u4ec0\u4e48\uff1fHinton \u90a3\u4e2a\u65f6\u4ee3\u84b8\u998f\u7684\u662f\u300c\u5224\u65ad\u300d\u2014\u2014\u8fd9\u5f20\u56fe\u50cf\u4ec0\u4e48\u3002\u73b0\u5728\u84b8\u998f\u7684\u662f\u300c\u601d\u8003\u8fc7\u7a0b\u300d\u2014\u2014\u9762\u5bf9\u4e00\u4e2a\u95ee\u9898\u600e\u4e48\u63a8\u7406\u3001\u5728\u54ea\u91cc\u72b9\u8c6b\u3001\u5728\u54ea\u91cc\u4fee\u6b63\u65b9\u5411\u3002\u4ece\u84b8\u998f\u4e00\u4e2a\u9759\u6001\u7684\u5224\u65ad\u7ed3\u679c\uff0c\u5230\u84b8\u998f\u4e00\u4e2a\u52a8\u6001\u7684\u8ba4\u77e5\u8fc7\u7a0b\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/BAF8FC71A93B29CEF1427C79EECBF9739AA911AA_size75_w1080_h724.jpg\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u8fd9\u5c31\u597d\u6bd4\u6700\u521d\u4f60\u53ea\u80fd\u4ece\u8001\u533b\u751f\u90a3\u91cc\u5b66\u5230\u300c\u8fd9\u4e2a\u662f\u826f\u6027\u7684\u300d\u8fd9\u4e2a\u7ed3\u8bba\uff0c\u73b0\u5728\u4f60\u80fd\u628a\u4ed6\u770b\u7247\u5b50\u65f6\u7684\u5168\u90e8\u601d\u8003\u8fc7\u7a0b\u2014\u2014\u4ed6\u5148\u770b\u54ea\u91cc\u3001\u518d\u770b\u54ea\u91cc\u3001\u5728\u54ea\u4e2a\u7279\u5f81\u4e0a\u505c\u7559\u6700\u4e45\u3001\u4ec0\u4e48\u65f6\u5019\u63a8\u7ffb\u81ea\u5df1\u7684\u521d\u59cb\u5224\u65ad\u2014\u2014\u5b8c\u6574\u590d\u5236\u8fc7\u6765\u3002\u8fd9\u4e2a\u590d\u5236\u54c1\u4e0d\u4f46\u597d\u7528\uff0c\u5728\u67d0\u4e9b\u7ef4\u5ea6\u4e0a\u751a\u81f3\u6bd4\u539f\u88c5\u8fd8\u597d\u3002<\/p>\n<p>\u800c\u4e14\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u91cc\uff0c\u6709\u4e00\u6761\u7ebf\u6b63\u5728\u7f13\u7f13\u79fb\u52a8\u3002<\/p>\n<p>Hinton \u84b8\u998f\u7684\u662f\u5206\u7c7b\u6982\u7387\u2014\u2014\u8fd9\u5f20\u56fe\u50cf\u4ec0\u4e48\u3002\u8fd9\u663e\u7136\u662f\u5728\u64cd\u4f5c\u4e00\u4e2a\u5de5\u7a0b\u5bf9\u8c61\uff0c\u8ddf\u4eba\u6ca1\u5173\u7cfb\u3002DistilBERT \u84b8\u998f\u7684\u662f\u8bed\u8a00\u7406\u89e3\u2014\u2014\u8bfb\u5b8c\u4e00\u6bb5\u8bdd\u4e4b\u540e\u600e\u4e48\u5224\u65ad\u3002\u8fd9\u4e5f\u8fd8\u662f\u5de5\u7a0b\uff0c\u4f46\u300c\u7406\u89e3\u300d\u8fd9\u4e2a\u8bcd\u5df2\u7ecf\u5f00\u59cb\u8ba9\u4eba\u82e5\u6709\u6240\u601d\u4e86\u3002DeepSeek R1 \u84b8\u998f\u7684\u662f\u63a8\u7406\u8fc7\u7a0b\u2014\u2014\u9762\u5bf9\u4e00\u4e2a\u95ee\u9898\uff0c\u5148\u60f3\u4ec0\u4e48\u3001\u540e\u60f3\u4ec0\u4e48\u3001\u5728\u54ea\u91cc\u72b9\u8c6b\u3001\u5728\u54ea\u91cc\u4fee\u6b63\u3002<\/p>\n<p>\u300c\u63a8\u7406\u8fc7\u7a0b\u300d\u3001\u300c\u72b9\u8c6b\u300d\u3001\u300c\u4fee\u6b63\u300d\u3002<\/p>\n<p>\u8fd9\u4e9b\u8bcd\uff0c\u5230 2024 \u5e74\u4e3a\u6b62\uff0c\u6211\u4eec\u8fd8\u89c9\u5f97\u5b83\u4eec\u4e13\u5c5e\u4e8e\u4eba\u7c7b\u3002\u5f53\u84b8\u998f\u7684\u5bf9\u8c61\u4ece\u300c\u5224\u65ad\u7ed3\u679c\u300d\u53d8\u6210\u300c\u601d\u8003\u8fc7\u7a0b\u300d\u7684\u65f6\u5019\uff0c\u6a21\u578b\u84b8\u998f\u548c\u4eba\u7684\u84b8\u998f\u4e4b\u95f4\u7684\u90a3\u6761\u8fb9\u754c\uff0c\u5c31\u5df2\u7ecf\u5f00\u59cb\u6a21\u7cca\u4e86\u3002<\/p>\n<p>\u4f60\u84b8\u998f\u4e00\u4e2a\u6982\u7387\u5206\u5e03\uff0c\u90a3\u662f\u5728\u642c\u8fd0\u6570\u636e\uff0c\u4f60\u84b8\u998f\u4e00\u4e2a\u63a8\u7406\u8f68\u8ff9\u2014\u2014\u600e\u4e48\u72b9\u8c6b\u3001\u600e\u4e48\u53cd\u601d\u3001\u600e\u4e48\u63a8\u7ffb\u81ea\u5df1\u2014\u2014\u8fd9\u8ddf\u300c\u63d0\u53d6\u4e00\u4e2a\u4eba\u7684\u51b3\u7b56\u65b9\u5f0f\u300d\u8fd8\u6709\u4ec0\u4e48\u672c\u8d28\u533a\u522b\uff1f<\/p>\n<p>\u4f46\u5149\u6709\u80fd\u529b\u8fd8\u4e0d\u591f\uff0c\u80fd\u529b\u9700\u8981\u4e00\u4e2a\u5bb9\u5668\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/6C8E5FD80A904880C7872AF2CC431F87A4C601C0_size1138_w1080_h725.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>2025 \u5e74 10 \u6708\uff0cAnthropic \u7ed9 Claude \u53d1\u5e03\u4e86\u4e00\u4e2a\u529f\u80fd\u53eb skills\u2014\u2014\u4e00\u79cd\u6807\u51c6\u5316\u7684\u80fd\u529b\u5c01\u88c5\u683c\u5f0f\u3002\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e2a\u6587\u4ef6\u5939\uff0c\u91cc\u9762\u653e\u4e00\u4e2a SKILL.md \u6587\u4ef6\uff0c\u7528\u81ea\u7136\u8bed\u8a00\u544a\u8bc9 AI\u300c\u9047\u5230\u4ec0\u4e48\u60c5\u51b5\u3001\u6309\u4ec0\u4e48\u6b65\u9aa4\u5e72\u6d3b\u300d\u3002\u4e0d\u9700\u8981\u5199\u4ee3\u7801\uff0c\u4f1a\u5199\u6587\u6863\u5c31\u884c\u3002<\/p>\n<p>2026 \u5e74\u521d\uff0cOpenClaw \u6846\u67b6\u8d70\u7ea2\uff0c\u5b83\u628a skill \u7cfb\u7edf\u505a\u6210\u4e86\u4e00\u4e2a\u5f00\u653e\u7684\u751f\u6001\u3002\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u5199 skill\uff0c\u53d1\u5e03\u5230\u793e\u533a\uff0c\u522b\u4eba\u4e00\u884c\u547d\u4ee4\u5c31\u80fd\u5b89\u88c5\u4f7f\u7528\u3002<\/p>\n<p>\u7136\u540e\u6709\u4eba\u95ee\u4e86\u4e00\u4e2a\u770b\u4f3c\u81ea\u7136\u4f46\u540e\u679c\u6df1\u8fdc\u7684\u95ee\u9898\uff1askill \u91cc\u9762\u88c5\u7684\u662f\u300c\u600e\u4e48\u505a\u67d0\u4ef6\u4e8b\u300d\u7684\u64cd\u4f5c\u624b\u518c\u3002\u90a3\u80fd\u4e0d\u80fd\u88c5\u300c\u600e\u4e48\u50cf\u67d0\u4e2a\u4eba\u4e00\u6837\u505a\u4e8b\u300d\u7684\u64cd\u4f5c\u624b\u518c\uff1f<\/p>\n<p>colleague-skill \u51fa\u73b0\u4e86\u2014\u2014\u628a\u4f60\u7684\u540c\u4e8b\u84b8\u998f\u6210 AI skill\u3002\u5b83\u4ece\u540c\u4e8b\u7684\u98de\u4e66\u6d88\u606f\u3001\u9489\u9489\u8bb0\u5f55\u3001\u6587\u6863\u3001\u90ae\u4ef6\u91cc\u63d0\u53d6\u4e24\u4e2a\u7ef4\u5ea6\uff1a\u5de5\u4f5c\u80fd\u529b\uff08\u8d1f\u8d23\u4ec0\u4e48\u7cfb\u7edf\u3001\u4ee3\u7801\u98ce\u683c\u3001\u5904\u7406\u6d41\u7a0b\uff09\u548c\u4eba\u683c\u7279\u5f81\uff08\u6c9f\u901a\u65b9\u5f0f\u3001\u53e3\u5934\u7985\u3001\u51b3\u7b56\u503e\u5411\uff09\u3002\u540c\u4e8b\u79bb\u804c\u4e86\uff0cskill \u8fd8\u5728\u3002\u4f60\u5728 AI \u91cc\u8f93\u5165\u300c\/create-colleague\u300d\uff0c\u5c31\u542f\u52a8\u84b8\u998f\u6d41\u7a0b\u3002<\/p>\n<p>\u4ece\u300c\u6559 AI \u505a\u4e8b\u300d\u5230\u300c\u6559 AI \u50cf\u67d0\u4e2a\u4eba\u4e00\u6837\u505a\u4e8b\u300d\uff0c\u8fd9\u4e00\u6b65\u8de8\u5f97\u592a\u81ea\u7136\u4e86\u3002skill \u63d0\u4f9b\u4e86\u5bb9\u5668\uff0c\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u7406\u89e3\u529b\uff0c\u4e00\u4e2a\u4eba\u7684\u516c\u5f00\u4ea7\u51fa\u63d0\u4f9b\u4e86\u539f\u6599\u3002<\/p>\n<p>\u4e09\u6837\u4e1c\u897f\u51d1\u9f50\uff0c\u84b8\u998f\u4eba\u5c31\u4e0d\u518d\u662f\u79d1\u5e7b\u6982\u5ff5\uff0c\u800c\u662f\u4e00\u4e2a\u6709\u6559\u7a0b\u3001\u6709\u5de5\u5177\u3001\u6709\u793e\u533a\u7684\u73b0\u6210\u64cd\u4f5c\u3002<\/p>\n<p>\u7136\u540e\u8fd9\u4e2a\u64cd\u4f5c\u7206\u53d1\u4e86\uff0c\u5f20\u96ea\u5cf0 skill\u3001\u524d\u4efb skill\u3001\u725b\u9a6c\u4fdd\u62a4\u6cd5\u2026\u2026\u5728 2026 \u5e74\u6625\u5929\uff0c\u96c6\u4e2d\u51fa\u73b0\uff0c\u7528 AI \u7684\u4eba\uff0c\u90fd\u5f00\u59cb\u84b8\u998f\u522b\u4eba\uff0c\u4e5f\u5f00\u59cb\u70bc\u5316\u81ea\u5df1\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/C87D682E79193686DA4727240170F1144C22D01D_size18_w640_h235.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u4f60\u6ce8\u610f\u5230\u8fd9\u4e2a\u8fc7\u7a0b\u91cc\u88ab\u4e22\u6389\u4e86\u4ec0\u4e48\u4e86\u5417\uff1f<\/p>\n<p>\u5f20\u96ea\u5cf0\u5728\u505a\u5224\u65ad\u4e4b\u524d\u6709\u6ca1\u6709\u72b9\u8c6b\u8fc7\uff1f\u4ed6\u6709\u6ca1\u6709\u5728\u67d0\u4e2a\u5bb6\u957f\u7684\u6848\u4f8b\u9762\u524d\u7834\u4f8b\u8fc7\u81ea\u5df1\u7684\u89c4\u5219\uff1f\u4ed6\u6709\u6ca1\u6709\u67d0\u4e9b\u65f6\u5019\u89c9\u5f97\u81ea\u5df1\u7684\u65b9\u6cd5\u8bba\u662f\u9519\u7684\uff1f\u4ed6\u8bf4\u51fa\u300c\u4e0d\u7559\u60c5\u9762\u300d\u7684\u8bdd\u4e4b\u524d\uff0c\u6709\u6ca1\u6709\u90a3\u4e48\u4e00\u79d2\u949f\u8003\u8651\u8fc7\u5bf9\u65b9\u7684\u611f\u53d7\uff1f<\/p>\n<p>\u8fd9\u4e9b\u4e1c\u897f\u6ca1\u6709\u7559\u5728\u4efb\u4f55\u4e00\u672c\u4e66\u91cc\u3001\u4efb\u4f55\u4e00\u6bb5\u91c7\u8bbf\u91cc\u3002\u5b83\u4eec\u6d88\u5931\u4e86\u3002skill \u6587\u4ef6\u91cc\u53ea\u6709\u4ed6\u505a\u4e86\u4ec0\u4e48\uff0c\u6ca1\u6709\u4ed6\u72b9\u8c6b\u4e86\u4ec0\u4e48\u3002<\/p>\n<p>\u6a21\u578b\u84b8\u998f\u4f20\u9012\u7684\u662f\u8fde\u7eed\u7684\u6982\u7387\u5206\u5e03\u2014\u2014\u6bcf\u4e2a\u9009\u9879\u4e0a\u72b9\u8c6b\u4e86\u591a\u5c11\uff0c\u7cbe\u5ea6\u5f88\u9ad8\u3002\u84b8\u998f\u4eba\u4f20\u9012\u7684\u662f\u79bb\u6563\u7684\u89c4\u5219\u63cf\u8ff0\u2014\u2014\u300c\u9047\u5230\u8fd9\u79cd\u60c5\u51b5\u6309\u8fd9\u51e0\u6b65\u505a\u300d\u3002\u672c\u8d28\u4e0a\u662f\u628a\u8fde\u7eed\u7684\u3001\u6a21\u7cca\u7684\u3001\u5145\u6ee1\u9690\u6027\u5224\u65ad\u7684\u8ba4\u77e5\u8fc7\u7a0b\uff0c\u5f3a\u884c\u538b\u6210\u4e86\u53ef\u679a\u4e3e\u7684\u6761\u76ee\u3002\u635f\u8017\u662f\u5de8\u5927\u7684\u3002<\/p>\n<p>\u4f46\u8ba9\u4eba\u4e0d\u5b89\u7684\u4e0d\u662f\u73b0\u5728\u7684\u635f\u8017\u5927\u3002\u8ba9\u4eba\u4e0d\u5b89\u7684\u662f\uff0c\u8fd9\u4e2a\u65b9\u5411\u662f\u660e\u786e\u7684\uff0c\u7cbe\u5ea6\u5728\u63d0\u9ad8\uff0c\u8fb9\u754c\u5728\u6269\u5c55\u3002<\/p>\n<p>\u4eca\u5929\u84b8\u998f\u7684\u662f\u5199\u8fc7\u4e66\u7684\u516c\u4f17\u4eba\u7269\uff0c\u660e\u5929\u84b8\u998f\u7684\u53ef\u80fd\u662f\u4f60\u5728\u516c\u53f8\u5185\u7f51\u4e0a\u7559\u4e0b\u7684\u6240\u6709\u5de5\u4f5c\u8bb0\u5f55\u2014\u2014\u4f60\u7684\u90ae\u4ef6\u600e\u4e48\u5199\u7684\u3001\u5ba1\u6279\u600e\u4e48\u505a\u7684\u3001\u5f02\u5e38\u60c5\u51b5\u600e\u4e48\u5904\u7406\u7684\u3002\u4f60\u751a\u81f3\u4e0d\u9700\u8981\u4e3b\u52a8\u914d\u5408\uff0c\u4f60\u6bcf\u5929\u6b63\u5e38\u4e0a\u73ed\u5c31\u662f\u5728\u751f\u6210\u84b8\u998f\u539f\u6599\u3002<\/p>\n<p>\u5982\u679c\u4f60\u770b\u8fc7\u300aJOJO \u7684\u5947\u5999\u5192\u9669\u300b\u7b2c\u516d\u90e8\uff0c\u4f60\u5e94\u8be5\u5bf9\u8fd9\u4e2a\u64cd\u4f5c\u4e0d\u964c\u751f\u3002\u666e\u5947\u795e\u7236\u7684\u66ff\u8eab\u300c\u5929\u5802\u5236\u9020\u300d\u80fd\u4ece\u4eba\u8eab\u4e0a\u62bd\u51fa\u4e24\u5f20\u789f\u7247\u2014\u2014\u4e00\u5f20\u662f\u8bb0\u5fc6 DISC\uff0c\u4e00\u5f20\u662f\u66ff\u8eab\u80fd\u529b DISC\u3002\u62bd\u8d70\u4e4b\u540e\uff0c\u4eba\u8fd8\u6d3b\u7740\uff0c\u4f46\u53d8\u6210\u4e86\u7a7a\u58f3\u3002\u789f\u7247\u53ef\u4ee5\u88ab\u63d2\u8fdb\u4efb\u4f55\u53e6\u4e00\u4e2a\u4eba\u4f53\u5185\uff0c\u90a3\u4e2a\u4eba\u5c31\u83b7\u5f97\u4e86\u539f\u4e3b\u4eba\u7684\u8bb0\u5fc6\u6216\u80fd\u529b\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/F6E9EC791AC6255AC7498B5D291C632889DA67AE_size728_w640_h757.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>skill \u63d0\u53d6\u7684\u64cd\u4f5c\u7ed3\u6784\u8ddf\u8fd9\u4e2a\u4e00\u6a21\u4e00\u6837\u3002\u4f60\u7684\u7ecf\u9a8c\u662f\u4e00\u5f20\u789f\uff0c\u4f60\u7684\u65b9\u6cd5\u8bba\u662f\u53e6\u4e00\u5f20\u789f\uff0c\u62bd\u8d70\u4e4b\u540e\u5b58\u8fdb\u7cfb\u7edf\uff0c\u53ef\u4ee5\u88ab\u52a0\u8f7d\u5230\u4efb\u4f55 AI 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data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/EFF7C6A9123B776ACC97A2FB6CA63CE47AF0C548_size19_w1080_h246.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u6d77\u5fb7\u683c\u5c14\u8bf4\uff0c\u6280\u672f\u7684\u672c\u8d28\u662f\u300c\u5ea7\u67b6\u300d\u2014\u2014\u628a\u4e00\u5207\u5b58\u5728\u8005\u90fd\u6446\u7f6e\u4e3a\u53ef\u8ba1\u7b97\u3001\u53ef\u8c03\u7528\u7684\u300c\u6301\u5b58\u7269\u300d\uff0c\u5305\u62ec\u4eba\u672c\u8eab\u3002\u4f60\u628a\u4e00\u6761\u6cb3\u6d41\u53d8\u6210\u6c34\u529b\u53d1\u7535\u7ad9\u7684\u80fd\u91cf\u4f9b\u5e94\u8005\uff0c\u4f60\u628a\u4e00\u7247\u68ee\u6797\u53d8\u6210\u6728\u6750\u7684\u50a8\u5907\u5e93\uff0c\u4f60\u628a\u4e00\u4e2a\u4eba\u53d8\u6210\u300c\u4eba\u529b<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e8%b5%84%e6%ba%90\" title=\"View all posts in \u8d44\u6e90\" target=\"_blank\" class=\"tag_link\">\u8d44\u6e90<\/a>\u300d\u2014\u2014\u8fd9\u4e9b\u90fd\u662f\u540c\u4e00\u4e2a\u64cd\u4f5c\uff1a\u628a\u6d3b\u7684\u5b58\u5728\u84b8\u998f\u6210\u53ef\u7528\u7684\u529f\u80fd\u3002<\/p>\n<p>\u6d77\u5fb7\u683c\u5c14\u5199\u8fd9\u4e9b\u8bdd\u7684\u65f6\u5019\u662f 1950 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\u6570\u5b57\uff0c\u5f15\u53d1\u4e86\u5173\u4e8e\u300c\u667a\u529b\u5230\u5e95\u662f\u4ec0\u4e48\u300d\u7684\u767e\u5e74\u4e89\u8bba\u3002\u73b0\u5728 AI \u8981\u628a\u4e00\u4e2a\u4eba\u7684\u7ecf\u9a8c\u84b8\u998f\u6210 skill\uff0c\u5f15\u53d1\u7684\u662f\u540c\u4e00\u79cd\u4e0d\u5b89\u2014\u2014\u53ea\u4e0d\u8fc7\u8fd9\u4e00\u6b21\uff0c\u84b8\u998f\u7684\u7cbe\u5ea6\u548c\u89c4\u6a21\u90fd\u5230\u4e86\u524d\u6240\u672a\u6709\u7684\u7a0b\u5ea6\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/E35B7E62919F74C3EB80A0F7809FC980EF6E55E5_size41_w1080_h331.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  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data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/E647186A2BAE8B9194DAC0998E03130BE1A2930C_size21_w640_h234.gif\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  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zip \u5305\u3002\u6211\u786e\u5b9e\u7ecf\u5386\u4e86\u52a0\u70ed\u2014\u2014\u90a3\u79cd\u53cd\u590d\u8ffd\u95ee\u81ea\u5df1\u300c\u4f60\u5230\u5e95\u60f3\u8bf4\u4ec0\u4e48\u300d\u7684\u7126\u8651\u3002\u6211\u786e\u5b9e\u7ecf\u5386\u4e86\u5206\u79bb\u2014\u2014\u628a\u76f4\u89c9\u91cc\u53ef\u4ee5\u88ab\u8bed\u8a00\u6355\u6349\u7684\u90e8\u5206\u548c\u4e0d\u80fd\u88ab\u6355\u6349\u7684\u90e8\u5206\u5206\u5f00\u3002\u6211\u786e\u5b9e\u5236\u9020\u4e86\u6b8b\u6e23\u2014\u2014\u90a3\u4e9b\u6211\u60f3\u5230\u4e86\u4f46\u653e\u4e0d\u8fdb\u6587\u7ae0\u91cc\u7684\u4e1c\u897f\uff0c\u90a3\u4e9b\u5728\u8bba\u8bc1\u7684\u7f1d\u9699\u91cc\u95ea\u4e86\u4e00\u4e0b\u5c31\u6d88\u5931\u7684\u5ff5\u5934\uff0c\u5b83\u4eec\u8fd8\u7559\u5728\u6211\u8111\u5b50\u91cc\uff0c\u4f46\u5df2\u7ecf\u4e0d\u5c5e\u4e8e\u8fd9\u7bc7\u6587\u7ae0\u4e86\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u662f\u6211\u7684 skill \u5417\uff1f\u67d0\u79cd\u610f\u4e49\u4e0a\u662f\u7684\u3002\u4f60\u8bfb\u5b8c\u5b83\uff0c\u4f60\u4f1a\u83b7\u5f97\u4e00\u79cd\u770b\u5f85\u300c\u84b8\u998f\u300d\u8fd9\u4e2a\u8bcd\u7684\u65b9\u5f0f\u2014\u2014\u4ece\u70bc\u91d1\u672f\u5230\u5316\u5b66\u5230 AI \u7684\u8fd9\u6761\u7ebf\u7d22\uff0c\u4ee5\u540e\u4f60\u518d\u770b\u5230\u8fd9\u4e2a\u8bcd\uff0c\u4f60\u4f1a\u60f3\u5230\u5e15\u62c9\u585e\u5c14\u82cf\u65af\uff0c\u60f3\u5230\u725b\u987f\u7684\u7bb1\u5b50\uff0c\u60f3\u5230 Hinton \u7684\u6e29\u5ea6\u53c2\u6570\u3002\u8fd9\u5c31\u662f\u6211\u7684\u5224\u65ad\u7ed3\u6784\u7684\u4e00\u90e8\u5206\uff0c\u88ab\u8f6c\u79fb\u5230\u4e86\u4f60\u8eab\u4e0a\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/ucms\/2026_16\/E5A34EA86D1F979A1B57A569A4D9A3038D24C329_size40_w1080_h328.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"\u84b8\u998f\u540c\u4e8b\uff0c\u70bc\u5316\u81ea\u5df1\uff0cAI\u4eff\u4f5b\u4e00\u79cd\u9ed1\u9b54\u6cd5\"  \/><\/p>\n<p>\u4f46\u4f60\u6ca1\u6709\u83b7\u5f97\u7684\u662f\u4ec0\u4e48\uff1f\u662f\u6211\u5728\u5199\u8fd9\u7bc7\u6587\u7ae0\u7684\u8fc7\u7a0b\u4e2d\uff0c\u76ef\u7740\u5c4f\u5e55\u53d1\u5446\u7684\u90a3\u4e9b\u65f6\u523b\u3002\u662f\u6211\u5728\u67e5 Bucilu\u0103 2006 \u5e74\u90a3\u7bc7\u8bba\u6587\u7684\u65f6\u5019\uff0c\u7a81\u7136\u60f3\u8d77\u81ea\u5df1\u9ad8\u4e2d\u5316\u5b66\u8bfe\u4e0a\u84b8\u998f\u5b9e\u9a8c\u7684\u9152\u7cbe\u706f\u5473\u9053\u3002\u662f\u6211\u5199\u5230\u5e15\u62c9\u585e\u5c14\u82cf\u65af\u628a\u4eba\u62c6\u6210\u786b\u3001\u6c5e\u3001\u76d0\u7684\u65f6\u5019\uff0c\u5fc3\u91cc\u95ea\u8fc7\u7684\u4e00\u4e2a\u5ff5\u5934\u2014\u2014\u5982\u679c\u6211\u662f\u6df7\u5408\u7269\uff0c\u90a3\u6211\u7684\u786b\u662f\u4ec0\u4e48\uff1f\u6211\u7684\u6c5e\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>\u90a3\u4e2a\u5ff5\u5934\u6301\u7eed\u4e86\u5927\u6982\u4e24\u79d2\u949f\uff0c\u7136\u540e\u6211\u628a\u5b83\u653e\u4e0b\u4e86\uff0c\u56e0\u4e3a\u5b83\u653e\u4e0d\u8fdb\u8bba\u8bc1\u91cc\u3002\u5b83\u662f\u6742\u8d28\uff0c\u4e5f\u662f\u6211\u5199\u8fd9\u7bc7\u6587\u7ae0\u7684\u4e00\u90e8\u5206\u52a8\u529b\u3002\u6ca1\u6709\u90a3\u4e24\u79d2\u949f\u7684\u8d70\u795e\uff0c\u540e\u9762\u7684\u6bb5\u843d\u53ef\u80fd\u4f1a\u5199\u5f97\u4e0d\u4e00\u6837\u3002\u6211\u4e0d\u77e5\u9053\u4f1a\u600e\u4e48\u4e0d\u4e00\u6837\uff0c\u4f46\u6211\u77e5\u9053\u4f1a\u4e0d\u4e00\u6837\u3002<\/p>\n<p>\u6240\u4ee5\u8fd9\u5c31\u662f\u84b8\u998f\u771f\u6b63\u8be1\u5f02\u7684\u5730\u65b9\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u4f60\u53ef\u4ee5\u7ad9\u5728\u5916\u9762\u8bc4\u8bba\u7684\u64cd\u4f5c\u3002\u4f60\u8bc4\u8bba\u5b83\u7684\u8fc7\u7a0b\u672c\u8eab\u5c31\u662f\u5b83\u3002\u6bcf\u4e00\u6b21\u4f60\u8bd5\u56fe\u628a\u6d3b\u7684\u7ecf\u9a8c\u53d8\u6210\u6b7b\u7684\u6587\u5b57\uff0c\u6bcf\u4e00\u6b21\u4f60\u8bd5\u56fe\u628a\u6df7\u6c8c\u7684\u611f\u53d7\u53d8\u6210\u6e05\u6670\u7684\u8bba\u70b9\uff0c\u4f60\u90fd\u5728\u6267\u884c\u84b8\u998f\u3002<\/p>\n<p>\u5199\u4f5c\u662f\u84b8\u998f\uff0c\u6559\u5b66\u662f\u84b8\u998f\uff0c\u751a\u81f3\u56de\u5fc6\u90fd\u662f\u84b8\u998f\u2014\u2014\u4f60\u4ece\u4e00\u56e2\u6a21\u7cca\u7684\u611f\u89c9\u91cc\u63d0\u53d6\u51fa\u4e00\u4e2a\u53d9\u4e8b\uff0c\u7136\u540e\u90a3\u4e2a\u53d9\u4e8b\u5c31\u66ff\u4ee3\u4e86\u539f\u6765\u7684\u611f\u89c9\uff0c\u4f60\u518d\u4e5f\u56de\u4e0d\u53bb\u4e86\u3002<\/p>\n<p>\u4e5f\u8bb8\u6211\u4eec\u9700\u8981\u7684\u4e0d\u662f\u505c\u6b62\u84b8\u998f\uff0c\u800c\u662f\u5b66\u4f1a\u505a\u4e00\u4e2a\u597d\u7684\u917f\u9152\u5e08\u3002\u77e5\u9053\u4ec0\u4e48\u8be5\u63d0\u53d6\uff0c\u4ec0\u4e48\u8be5\u7559\u4e0b\u3002\u77e5\u9053\u998f\u51fa\u7269\u4e0d\u662f\u539f\u7269\uff0cskill \u4e0d\u662f\u90a3\u4e2a\u4eba\uff0c\u5730\u56fe\u4e0d\u662f\u7586\u57df\u3002\u77e5\u9053\u706b\u7130\u4e4b\u4e0b\uff0c\u603b\u6709\u4ec0\u4e48\u4e1c\u897f\u5728\u6d88\u5931\u2014\u2014\u800c\u90a3\u4e2a\u6d88\u5931\u7684\u4e1c\u897f\uff0c\u4e5f\u8bb8\u624d\u662f\u6700\u91cd\u8981\u7684\u3002<\/p>\n<\/p>\n<p>\u6700\u597d\u7684\u917f\u9152\u5e08\u77e5\u9053\u8fd9\u4e00\u70b9\u3002\u5a01\u58eb\u5fcc\u4e4b\u6240\u4ee5\u662f\u5a01\u58eb\u5fcc\uff0c\u4e0d\u662f\u56e0\u4e3a\u9152\u7cbe\u7eaf\u5ea6\u9ad8\uff0c\u800c\u662f\u56e0\u4e3a\u84b8\u998f\u4e0d\u5f7b\u5e95\u2014\u2014\u90a3\u4e9b\u6ca1\u88ab\u5b8c\u5168\u53bb\u9664\u7684\u300c\u6742\u8d28\u300d\uff0c\u916f\u7c7b\u3001\u919b\u7c7b\u3001\u5fae\u91cf\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%93%9c\" title=\"View all posts in \u94dc\" target=\"_blank\" class=\"tag_link\">\u94dc<\/a>\u79bb\u5b50\uff0c\u624d\u662f\u98ce\u5473\u7684\u6765\u6e90\u3002\u84b8\u998f\u7684\u827a\u672f\u4e0d\u5728\u4e8e\u63d0\u7eaf\uff0c\u800c\u5728\u4e8e\u63a7\u5236\u4e0d\u7eaf\u7684\u7a0b\u5ea6\u3002<\/p>\n<p>\u51ef\u6069\u65af\u8bf4\u725b\u987f\u662f\u6700\u540e\u7684\u5deb\u5e08\u3002\u4e5f\u8bb8\u4ed6\u8bf4\u9519\u4e86\u3002\u4e5f\u8bb8\u6bcf\u4e00\u4e2a\u8bd5\u56fe\u628a\u4e16\u754c\u5206\u89e3\u4e3a\u53ef\u7406\u89e3\u7684\u90e8\u5206\u7684\u4eba\uff0c\u90fd\u662f\u5deb\u5e08\u3002\u4e5f\u8bb8\u6574\u4e2a\u73b0\u4ee3\u6027\u5c31\u662f\u4e00\u573a\u6301\u7eed\u4e86\u56db\u767e\u5e74\u7684\u5927\u578b\u84b8\u998f\u5b9e\u9a8c\u2014\u2014\u6211\u4eec\u4e00\u76f4\u5728\u52a0\u70ed\uff0c\u4e00\u76f4\u5728\u63d0\u53d6\uff0c\u4e00\u76f4\u5728\u8ffd\u6c42\u66f4\u7eaf\u7cb9\u7684\u998f\u51fa\u7269\u3002<\/p>\n<p>\u800c AI 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