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data-id=\"heading-0\">\u751f\u6210\u5f0fAI\u7684\u4ecb\u7ecd<\/h1>\n<p>\u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u5c55\uff0c\u5176\u4e2d\u4e00\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u53ef\u89c2\u7684\u589e\u957f\u662f\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08generative 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data-id=\"heading-2\">\u6587\u672c\u9886\u57df<\/h2>\n<p>\u751f\u6210\u5f0fAI\u7684\u6700\u91cd\u8981\u7684\u5e94\u7528\u4e4b\u4e00\uff0c\u4e5f\u662f\u6211\u4eec\u5728\u672c\u4e66\u4e2d\u5c06\u91cd\u70b9\u6db5\u76d6\u7684\u5185\u5bb9\uff0c\u662f\u5176\u80fd\u591f\u751f\u6210\u81ea\u7136\u8bed\u8a00\u7684\u65b0\u5185\u5bb9\u3002\u4e8b\u5b9e\u4e0a\uff0c\u751f\u6210\u5f0fAI\u7b97\u6cd5\u53ef\u4ee5\u7528\u4e8e\u751f\u6210\u65b0\u7684\u6587\u672c\uff0c\u5982\u6587\u7ae0\u3001\u8bd7\u6b4c\u548c\u4ea7\u54c1\u63cf\u8ff0\u3002<\/p>\n<p>\u4f8b\u5982\uff0cOpenAI\u5f00\u53d1\u7684GPT-3\u7b49\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5728\u5927\u91cf\u6587\u672c\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u7136\u540e\u7528\u4e8e\u751f\u6210\u65b0\u7684\u3001\u8fde\u8d2f\u4e14\u7b26\u5408\u8bed\u6cd5\u89c4\u5219\u7684\u6587\u672c\uff0c\u53ef\u4ee5\u5904\u7406\u4e0d\u540c\u8bed\u8a00\uff08\u65e0\u8bba\u662f\u8f93\u5165\u8fd8\u662f\u8f93\u51fa\uff09\uff0c\u8fd8\u53ef\u4ee5\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u76f8\u5173\u7279\u5f81\uff0c\u5982\u5173\u952e\u8bcd\u3001\u4e3b\u9898\u6216\u5168\u6587\u6458\u8981\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528GPT-3\u7684\u793a\u4f8b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/602bdffb2b974276ad0526288b7e6b53.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<h2 data-id=\"heading-3\">\u56fe\u50cf\u9886\u57df<\/h2>\n<p>\u5728\u56fe\u50cf\u5408\u6210\u65b9\u9762\uff0c\u751f\u6210\u5f0fAI\u6700\u65e9\u4e14\u6700\u4e3a\u4eba\u719f\u77e5\u7684\u4f8b\u5b50\u4e4b\u4e00\u662f\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08Generative Adversarial Network\uff0c\u7b80\u79f0GAN\uff09\u67b6\u6784\uff0c\u8be5\u67b6\u6784\u57282014\u5e74I. Goodfellow\u7b49\u4eba\u7684\u8bba\u6587\u300a\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u300b\u4e2d\u9996\u6b21\u63d0\u51fa\u3002GAN\u7684\u76ee\u7684\u662f\u751f\u6210\u4e0e\u771f\u5b9e\u56fe\u50cf\u65e0\u6cd5\u533a\u5206\u7684\u903c\u771f\u56fe\u50cf\u3002\u8fd9\u9879\u80fd\u529b\u5728\u4e1a\u52a1\u5e94\u7528\u4e2d\u5177\u6709\u591a\u4e2a\u6709\u8da3\u7684\u5e94\u7528\uff0c\u4f8b\u5982\u4e3a\u8bad\u7ec3\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b\u751f\u6210\u5408\u6210\u6570\u636e\u96c6\uff0c\u751f\u6210\u903c\u771f\u7684\u4ea7\u54c1\u56fe\u50cf\uff0c\u4ee5\u53ca\u4e3a\u865a\u62df\u73b0\u5b9e\u548c\u589e\u5f3a\u73b0\u5b9e\u5e94\u7528\u751f\u6210\u903c\u771f\u56fe\u50cf\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7531AI\u5b8c\u5168\u751f\u6210\u7684\u4e0d\u5b58\u5728\u7684\u4eba\u8138\u7684\u793a\u4f8b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/18f71471fa269afab6636c822ff08eff.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u7136\u540e\uff0c2021\u5e74\uff0cOpenAI\u5728\u8fd9\u4e2a\u9886\u57df\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u751f\u6210\u5f0fAI\u6a21\u578b\uff0c\u540d\u4e3aDALL-E\u3002\u4e0eGAN\u4e0d\u540c\uff0cDALL-E\u6a21\u578b\u8bbe\u8ba1\u7528\u4e8e\u6839\u636e\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u751f\u6210\u56fe\u50cf\uff08GAN\u4ee5\u968f\u673a\u566a\u58f0\u5411\u91cf\u4f5c\u4e3a\u8f93\u5165\uff09\uff0c\u5b83\u53ef\u4ee5\u751f\u6210\u5404\u79cd\u5404\u6837\u7684\u56fe\u50cf\uff0c\u8fd9\u4e9b\u56fe\u50cf\u53ef\u80fd\u770b\u8d77\u6765\u4e0d\u592a\u771f\u5b9e\uff0c\u4f46\u4ecd\u80fd\u63cf\u7ed8\u51fa\u6240\u9700\u7684\u6982\u5ff5\u3002<\/p>\n<p>DALL-E\u5728\u5e7f\u544a\u3001\u4ea7\u54c1\u8bbe\u8ba1\u3001\u65f6\u5c1a\u7b49\u521b\u610f\u4ea7\u4e1a\u4e2d\u5177\u6709\u5de8\u5927\u6f5c\u529b\uff0c\u53ef\u4ee5\u521b\u5efa\u72ec\u7279\u800c\u5bcc\u6709\u521b\u610f\u7684\u56fe\u50cf\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u770b\u5230DALL-E\u6839\u636e\u81ea\u7136\u8bed\u8a00\u8bf7\u6c42\u751f\u6210\u56db\u5e45\u56fe\u50cf\u7684\u793a\u4f8b\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/36d844b085fea75d8d207429497f76ed.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u8bf7\u6ce8\u610f\uff0c\u6587\u672c\u548c\u56fe\u50cf\u751f\u6210\u53ef\u4ee5\u7ed3\u5408\u5728\u4e00\u8d77\u4ea7\u751f\u5168\u65b0\u7684\u6750\u6599\u3002\u8fd1\u5e74\u6765\uff0c\u5e7f\u6cdb\u5e94\u7528\u7684\u65b0\u578bAI\u5de5\u5177\u5c31\u4f7f\u7528\u4e86\u8fd9\u79cd\u7ec4\u5408\u3002<\/p>\n<p>\u4e00\u4e2a\u4f8b\u5b50\u662fTome AI\uff0c\u5b83\u662f\u4e00\u79cd\u751f\u6210\u5f0f\u53d9\u4e8b\u683c\u5f0f\uff0c\u9664\u4e86\u5176\u4ed6\u80fd\u529b\u5916\uff0c\u8fd8\u80fd\u591f\u4ece\u96f6\u5f00\u59cb\u521b\u5efa\u5e7b\u706f\u7247\uff0c\u5229\u7528\u4e86DALL-E\u548cGPT-3\u7b49\u6a21\u578b\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/d4fc56c2de5250777cec80f6ec97808e.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u6b63\u5982\u60a8\u6240\u89c1\uff0c\u524d\u9762\u7684AI\u5de5\u5177\u5b8c\u5168\u80fd\u591f\u6839\u636e\u6211\u5728\u81ea\u7136\u8bed\u8a00\u4e2d\u63d0\u4f9b\u7684\u7b80\u77ed\u8f93\u5165\u521b\u5efa\u4e00\u4e2a\u521d\u6b65\u7684\u6f14\u793a\u6587\u7a3f\u3002<\/p>\n<h2 data-id=\"heading-4\">\u97f3\u4e50\u9886\u57df<\/h2>\n<p>\u751f\u6210\u97f3\u4e50\u7684\u751f\u6210\u5f0fAI\u6700\u65e9\u53ef\u4ee5\u8ffd\u6eaf\u523050\u5e74\u4ee3\uff0c\u5f53\u65f6\u5728\u7b97\u6cd5\u4f5c\u66f2\u9886\u57df\u8fdb\u884c\u4e86\u7814\u7a76\uff0c\u8fd9\u662f\u4e00\u79cd\u5229\u7528\u7b97\u6cd5\u751f\u6210\u97f3\u4e50\u4f5c\u54c1\u7684\u6280\u672f\u3002\u4e8b\u5b9e\u4e0a\uff0c1957\u5e74\uff0cLejaren Hiller\u548cLeonard Isaacson\u521b\u4f5c\u4e86\u300aIlliac\u5f26\u4e50\u56db\u91cd\u594f\u7ec4\u66f2\u300b(<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Dn0njBFLQSk8\" target=\"_blank\" title=\"https:\/\/www.youtube.com\/watch?v=n0njBFLQSk8\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">www.youtube.com\/watch?v=n0n\u2026<\/a>)\uff0c\u8fd9\u662f\u7b2c\u4e00\u9996\u5b8c\u5168\u7531AI\u521b\u4f5c\u7684\u97f3\u4e50\u4f5c\u54c1\u3002\u4ece\u90a3\u65f6\u8d77\uff0c\u97f3\u4e50\u751f\u6210\u5f0fAI\u9886\u57df\u5df2\u7ecf\u6301\u7eed\u8fdb\u884c\u4e86\u51e0\u5341\u5e74\u7684\u7814\u7a76\u3002\u5728\u6700\u8fd1\u51e0\u5e74\u7684\u53d1\u5c55\u4e2d\uff0c\u65b0\u7684\u67b6\u6784\u548c\u6846\u67b6\u5df2\u7ecf\u5728\u516c\u4f17\u4e2d\u5e7f\u6cdb\u5e94\u7528\uff0c\u4f8b\u5982\u8c37\u6b4c\u4e8e2016\u5e74\u63a8\u51fa\u7684WaveNet\u67b6\u6784\uff0c\u5b83\u80fd\u591f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u97f3\u9891\u6837\u672c\uff0c\u4ee5\u53ca\u8c37\u6b4c\u5f00\u53d1\u7684Magenta\u9879\u76ee\uff0c\u8be5\u9879\u76ee\u4f7f\u7528\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u548c\u5176\u4ed6\u673a\u5668\u5b66\u4e60\u6280\u672f\u6765\u751f\u6210\u97f3\u4e50\u548c\u5176\u4ed6\u5f62\u5f0f\u7684\u827a\u672f\u3002\u7136\u540e\uff0c\u57282020\u5e74\uff0cOpenAI\u8fd8\u5ba3\u5e03\u63a8\u51fa\u4e86Jukebox\uff0c\u4e00\u79cd\u80fd\u591f\u751f\u6210\u97f3\u4e50\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u53ef\u4ee5\u6839\u636e\u97f3\u4e50\u548c\u58f0\u4e50\u98ce\u683c\u3001\u6d41\u6d3e\u3001\u53c2\u8003\u827a\u672f\u5bb6\u7b49\u8fdb\u884c\u8f93\u51fa\u7684\u5b9a\u5236\u3002<\/p>\n<p>\u8fd9\u4e9b\u548c\u5176\u4ed6\u6846\u67b6\u6210\u4e3a\u8bb8\u591a\u97f3\u4e50\u751f\u6210\u7684AI\u4f5c\u66f2\u52a9\u624b\u7684\u57fa\u7840\u3002\u4e00\u4e2a\u4f8b\u5b50\u662f\u7d22\u5c3cCSL\u7814\u7a76\u5f00\u53d1\u7684Flow Machines\u3002\u8fd9\u4e2a\u751f\u6210\u5f0fAI\u7cfb\u7edf\u662f\u901a\u8fc7\u5bf9\u5927\u91cf\u97f3\u4e50\u4f5c\u54c1\u8fdb\u884c\u8bad\u7ec3\u800c\u521b\u5efa\u7684\uff0c\u53ef\u4ee5\u521b\u4f5c\u591a\u79cd\u98ce\u683c\u7684\u65b0\u97f3\u4e50\u3002\u6cd5\u56fd\u4f5c\u66f2\u5bb6Beno\u00eet Carr\u00e9\u4f7f\u7528\u5b83\u521b\u4f5c\u4e86\u4e00\u5f20\u540d\u4e3a\u300aHello World\u300b(<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fwww.helloworldalbum.net%2F\" target=\"_blank\" title=\"https:\/\/www.helloworldalbum.net\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">www.helloworldalbum.net\/<\/a>)\u7684\u4e13\u8f91\uff0c\u5176\u4e2d\u4e0e\u51e0\u4f4d\u4eba\u7c7b\u97f3\u4e50\u5bb6\u5408\u4f5c\u3002<\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u542c\u5230\u5b8c\u5168\u7531Magenta\u9879\u76ee\u4e2d\u7684Music Transformer\u6a21\u578b\u751f\u6210\u7684\u4e00\u9996\u66f2\u76ee\u7684\u4f8b\u5b50\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/58dcaba13029497741cb0e4bc91bee56.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u97f3\u4e50\u9886\u57df\u4e2d\u751f\u6210\u5f0fAI\u7684\u53e6\u4e00\u4e2a\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u5e94\u7528\u662f\u8bed\u97f3\u5408\u6210\u3002\u4e8b\u5b9e\u4e0a\uff0c\u53ef\u4ee5\u627e\u5230\u8bb8\u591a\u80fd\u591f\u6839\u636e\u6587\u672c\u8f93\u5165\u4ee5\u77e5\u540d\u6b4c\u624b\u7684\u58f0\u97f3\u521b\u5efa\u97f3\u9891\u7684AI\u5de5\u5177\u3002 \u4f8b\u5982\uff0c\u5982\u679c\u60a8\u4e00\u76f4\u60f3\u77e5\u9053\u5982\u679cKanye West\u6f14\u5531\u60a8\u7684\u6b4c\u66f2\u4f1a\u662f\u4ec0\u4e48\u6837\u5b50\uff0c\u90a3\u4e48\u73b0\u5728\u60a8\u53ef\u4ee5\u901a\u8fc7FakeYou.com (<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Ffakeyou.com%2F\" target=\"_blank\" title=\"https:\/\/fakeyou.com\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">fakeyou.com\/)<\/a>\u3001Deep Fake Text to Speech\u6216UberDuck.ai (<a href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fuberduck.ai%2F\" target=\"_blank\" title=\"https:\/\/uberduck.ai\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">uberduck.ai\/)<\/a>\u7b49\u5de5\u5177\u6765\u5b9e\u73b0\u60a8\u7684\u68a6\u60f3\u3002<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/27738f53c489b8be3776668ce3feb624.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u4e0d\u5f97\u4e0d\u8bf4\uff0c\u7ed3\u679c\u771f\u7684\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u3002\u5982\u679c\u4f60\u60f3\u597d\u597d\u73a9\u4e00\u4e0b\uff0c\u4f60\u8fd8\u53ef\u4ee5\u5c1d\u8bd5\u4e00\u4e0b\u4f60\u6240\u6709\u6700\u559c\u6b22\u7684\u5361\u901a\u4eba\u7269\u7684\u58f0\u97f3\uff0c\u6bd4\u5982\u5c0f\u718a\u7ef4\u5c3c&#8230; \u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u6765\u770b\u770b\u751f\u6210\u5f0fAI\u5728\u89c6\u9891\u9886\u57df\u7684\u5e94\u7528\u3002<\/p>\n<h2 data-id=\"heading-5\">\u89c6\u9891\u9886\u57df<\/h2>\n<p>\u751f\u6210\u5f0fAI\u7528\u4e8e\u89c6\u9891\u751f\u6210\u4e0e\u56fe\u50cf\u751f\u6210\u6709\u7740\u76f8\u4f3c\u7684\u53d1\u5c55\u65f6\u95f4\u7ebf\u3002\u4e8b\u5b9e\u4e0a\uff0c\u89c6\u9891\u751f\u6210\u9886\u57df\u7684\u5173\u952e\u53d1\u5c55\u4e4b\u4e00\u5c31\u662f\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u7684\u53d1\u5c55\u3002\u7531\u4e8e\u5176\u5728\u751f\u6210\u903c\u771f\u56fe\u50cf\u65b9\u9762\u7684\u51c6\u786e\u6027\uff0c\u7814\u7a76\u4eba\u5458\u5f00\u59cb\u5c06\u8fd9\u4e9b\u6280\u672f\u5e94\u7528\u4e8e\u89c6\u9891\u751f\u6210\u3002\u57fa\u4e8eGAN\u7684\u89c6\u9891\u751f\u6210\u7684\u6700\u663e\u8457\u793a\u4f8b\u4e4b\u4e00\u662fDeepMind\u7684\u201c\u8fd0\u52a8\u5230\u89c6\u9891\u201d\uff08Motion to Video\uff09\u7cfb\u7edf\uff0c\u5b83\u53ef\u4ee5\u4ece\u4e00\u5f20\u5355\u72ec\u7684\u56fe\u50cf\u548c\u4e00\u7cfb\u5217\u52a8\u4f5c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u3002\u53e6\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\u662fNVIDIA\u7684\u201c\u89c6\u9891\u5230\u89c6\u9891\u5408\u6210\u201d\uff08Vid2Vid\uff09\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u6846\u67b6\uff0c\u5b83\u4f7f\u7528GAN\u6765\u5408\u6210\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u3002 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href=\"https:\/\/link.juejin.cn?target=https%3A%2F%2Fmakeavideo.studio%2F\" target=\"_blank\" title=\"https:\/\/makeavideo.studio\/\" ref=\"nofollow noopener noreferrer\" rel=\"noopener\">makeavideo.studio\/<\/a>\uff09\u7684\u666e\u904d\u53ef\u7528\u6027\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b0\u7684AI\u7cfb\u7edf\uff0c\u5141\u8bb8\u7528\u6237\u5c06\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u8f6c\u6362\u4e3a\u89c6\u9891\u7247\u6bb5\u3002\u5728\u8fd9\u6837\u7684\u6280\u672f\u80cc\u540e\uff0c\u4f60\u53ef\u4ee5\u770b\u5230\u6211\u4eec\u4e4b\u524d\u63d0\u5230\u7684\u8bb8\u591a\u6a21\u578b\uff0c\u4f8b\u5982\u8bed\u8a00\u7406\u89e3\u7528\u4e8e\u63d0\u793a\uff0c\u56fe\u50cf\u548c\u52a8\u4f5c\u751f\u6210\u4e0e\u56fe\u50cf\u751f\u6210\uff0c\u4ee5\u53ca\u7531AI\u4f5c\u66f2\u5bb6\u521b\u4f5c\u7684\u80cc\u666f\u97f3\u4e50\u3002\u603b\u7684\u6765\u8bf4\uff0c\u751f\u6210\u5f0fAI\u591a\u5e74\u6765\u5df2\u7ecf\u5bf9\u8bb8\u591a\u9886\u57df\u4ea7\u751f\u4e86\u5f71\u54cd\uff0c\u5e76\u4e14\u4e00\u4e9bAI\u5de5\u5177\u5df2\u7ecf\u6301\u7eed\u652f\u6301\u827a\u672f\u5bb6\u3001\u7ec4\u7ec7\u548c\u4e00\u822c\u7528\u6237\u3002\u672a\u6765\u4f3c\u4e4e\u975e\u5e38\u6709\u524d\u9014\uff1b\u7136\u800c\uff0c\u5728\u8df3\u8dc3\u5230\u5e02\u573a\u4e0a\u73b0\u6709\u7684\u7ec8\u6781\u6a21\u578b\u4e4b\u524d\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u751f\u6210\u5f0fAI\u7684\u8d77\u6e90\u3001\u7814\u7a76\u5386\u53f2\u4ee5\u53ca\u6700\u8fd1\u7684\u53d1\u5c55\uff0c\u8fd9\u6700\u7ec8\u5bfc\u81f4\u4e86\u5f53\u524d\u7684OpenAI\u6a21\u578b\u3002<\/p>\n<h1 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Variational Bayes\u300b\u4e2d\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u7684\u6a21\u578b\u67b6\u6784\uff0c\u79f0\u4e3a\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VAEs\uff09\u3002VAEs\u662f\u57fa\u4e8e\u53d8\u5206\u63a8\u65ad\u6982\u5ff5\u7684\u751f\u6210\u6a21\u578b\u3002\u5b83\u4eec\u901a\u8fc7\u5c06\u6570\u636e\u7f16\u7801\u6210\u4e00\u4e2a\u79f0\u4e3a\u6f5c\u7a7a\u95f4\uff08\u4f7f\u7528\u7f16\u7801\u5668\u7ec4\u4ef6\uff09\u7684\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u7684\u7d27\u51d1\u8868\u793a\uff0c\u7136\u540e\u5c06\u5176\u89e3\u7801\u56de\u539f\u59cb\u6570\u636e\u7a7a\u95f4\uff08\u4f7f\u7528\u89e3\u7801\u5668\u7ec4\u4ef6\uff09\u6765\u5b66\u4e60\u3002<\/p>\n<p>VAEs\u7684\u5173\u952e\u521b\u65b0\u662f\u5bf9\u6f5c\u7a7a\u95f4\u5f15\u5165\u6982\u7387\u89e3\u91ca\u3002\u7f16\u7801\u5668\u4e0d\u518d\u5b66\u4e60\u4ece\u8f93\u5165\u5230\u6f5c\u7a7a\u95f4\u7684\u786e\u5b9a\u6027\u6620\u5c04\uff0c\u800c\u662f\u5c06\u8f93\u5165\u6620\u5c04\u5230\u6f5c\u7a7a\u95f4\u4e0a\u7684\u6982\u7387\u5206\u5e03\u3002\u8fd9\u4f7f\u5f97VAEs\u80fd\u591f\u901a\u8fc7\u4ece\u6f5c\u7a7a\u95f4\u4e2d\u91c7\u6837\u5e76\u5c06\u6837\u672c\u89e3\u7801\u56de\u8f93\u5165\u7a7a\u95f4\u6765\u751f\u6210\u65b0\u6837\u672c\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5047\u8bbe\u6211\u4eec\u60f3\u8bad\u7ec3\u4e00\u4e2a\u80fd\u591f\u521b\u5efa\u770b\u8d77\u6765\u50cf\u662f\u771f\u5b9e\u732b\u548c\u72d7\u56fe\u7247\u7684\u65b0\u732b\u548c\u72d7\u56fe\u7247\u7684VAE\u3002<\/p>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0cVAE\u9996\u5148\u63a5\u6536\u4e00\u5f20\u732b\u6216\u72d7\u7684\u56fe\u7247\uff0c\u5e76\u5c06\u5176\u538b\u7f29\u6210\u4e00\u7ec4\u8f83\u5c0f\u7684\u6570\u5b57\uff0c\u8fd9\u4e9b\u6570\u5b57\u8868\u793a\u56fe\u7247\u7684\u6700\u91cd\u8981\u7279\u5f81\u3002\u8fd9\u4e9b\u6570\u5b57\u79f0\u4e3a\u6f5c\u53d8\u91cf\u3002<\/p>\n<p>\u7136\u540e\uff0cVAE\u4f7f\u7528\u8fd9\u4e9b\u6f5c\u53d8\u91cf\u6765\u521b\u5efa\u4e00\u5f20\u65b0\u7684\u56fe\u7247\uff0c\u770b\u8d77\u6765\u50cf\u662f\u771f\u5b9e\u7684\u732b\u6216\u72d7\u56fe\u7247\u3002\u8fd9\u5f20\u65b0\u56fe\u7247\u53ef\u80fd\u4e0e\u539f\u59cb\u56fe\u7247\u6709\u4e00\u4e9b\u5dee\u5f02\uff0c\u4f46\u5b83\u4ecd\u7136\u5e94\u8be5\u770b\u8d77\u6765\u5c5e\u4e8e\u540c\u4e00\u7ec4\u56fe\u7247\u3002<\/p>\n<p>\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0cVAE\u901a\u8fc7\u5c06\u751f\u6210\u7684\u56fe\u7247\u4e0e\u771f\u5b9e\u56fe\u7247\u8fdb\u884c\u6bd4\u8f83\uff0c\u5e76\u8c03\u6574\u5176\u6f5c\u53d8\u91cf\u4f7f\u751f\u6210\u7684\u56fe\u7247\u66f4\u50cf\u771f\u5b9e\u56fe\u7247\uff0c\u4ece\u800c\u4e0d\u65ad\u6539\u5584\u751f\u6210\u903c\u771f\u56fe\u7247\u7684\u80fd\u529b\u3002<\/p>\n<p>VAEs\u4e3a\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u5feb\u901f\u53d1\u5c55\u94fa\u5e73\u4e86\u9053\u8def\u3002\u4e8b\u5b9e\u4e0a\uff0c\u4ec5\u4ec5\u4e00\u5e74\u540e\uff0cIan Goodfellow\u63d0\u51fa\u4e86GANs\u3002\u4e0eVAEs\u67b6\u6784\u4e0d\u540c\uff0cVAEs\u7684\u4e3b\u8981\u7ec4\u6210\u90e8\u5206\u662f\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\uff0c\u800cGANs\u7531\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc\u7ec4\u6210\u2014\u2014\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u2014\u2014\u5b83\u4eec\u5728\u4e00\u4e2a\u96f6\u548c\u535a\u5f08\u4e2d\u76f8\u4e92\u7ade\u4e89\u3002<\/p>\n<p>\u751f\u6210\u5668\u521b\u5efa\u4f2a\u9020\u7684\u6570\u636e\uff08\u5728\u56fe\u50cf\u7684\u60c5\u51b5\u4e0b\uff0c\u521b\u5efa\u4e00\u5f20\u65b0\u7684\u56fe\u50cf\uff09\uff0c\u65e8\u5728\u770b\u8d77\u6765\u50cf\u771f\u5b9e\u6570\u636e\uff08\u4f8b\u5982\u4e00\u5f20\u732b\u7684\u56fe\u50cf\uff09\u3002\u5224\u522b\u5668\u63a5\u6536\u771f\u5b9e\u6570\u636e\u548c\u4f2a\u9020\u6570\u636e\uff0c\u5e76\u8bd5\u56fe\u533a\u5206\u5b83\u4eec\u2014\u2014\u5728\u6211\u4eec\u5bf9\u827a\u672f\u8d5d\u54c1\u5236\u4f5c\u8005\u7684\u4f8b\u5b50\u4e2d\uff0c\u5224\u522b\u5668\u5145\u5f53\u8bc4\u8bba\u5bb6\u7684\u89d2\u8272\u3002<\/p>\n<p>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u751f\u6210\u5668\u8bd5\u56fe\u521b\u5efa\u53ef\u4ee5\u6b3a\u9a97\u5224\u522b\u5668\u4ee5\u4e3a\u5b83\u662f\u771f\u5b9e\u6570\u636e\u7684\u6570\u636e\uff0c\u800c\u5224\u522b\u5668\u8bd5\u56fe\u53d8\u5f97\u66f4\u64c5\u957f\u533a\u5206\u771f\u5b9e\u6570\u636e\u548c\u4f2a\u9020\u6570\u636e\u3002\u8fd9\u4e24\u4e2a\u90e8\u5206\u901a\u8fc7\u5bf9\u6297\u6027\u8bad\u7ec3\u7684\u8fc7\u7a0b\u4e00\u8d77\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u751f\u6210\u5668\u5728\u521b\u5efa\u770b\u8d77\u6765\u50cf\u771f\u5b9e\u6570\u636e\u7684\u4f2a\u9020\u6570\u636e\u65b9\u9762\u53d8\u5f97\u8d8a\u6765\u8d8a\u597d\uff0c\u800c\u5224\u522b\u5668\u5728\u533a\u5206\u771f\u5b9e\u6570\u636e\u548c\u4f2a\u9020\u6570\u636e\u65b9\u9762\u4e5f\u53d8\u5f97\u8d8a\u6765\u8d8a\u597d\u3002\u6700\u7ec8\uff0c\u751f\u6210\u5668\u53d8\u5f97\u975e\u5e38\u64c5\u957f\u521b\u5efa\u770b\u8d77\u6765\u50cf\u771f\u5b9e\u6570\u636e\u7684\u4f2a\u9020\u6570\u636e\uff0c\u4ee5\u81f3\u4e8e\u5224\u522b\u5668\u751a\u81f3\u65e0\u6cd5\u533a\u5206\u771f\u5b9e\u6570\u636e\u548c\u4f2a\u9020\u6570\u636e\u7684\u533a\u522b\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u7531GAN\u5b8c\u5168\u751f\u6210\u7684\u4eba\u8138\u7684\u4f8b\u5b50\uff1a<\/p>\n<p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.nicekj.com\/wp-content\/uploads\/replace\/73d97097e8863668fc30a100122eca7a.png\" alt=\"image.png\" \/><\/figure>\n<\/p>\n<p>\u8fd9\u4e24\u79cd\u6a21\u578b\u2014\u2014VAEs\u548cGANs\u2014\u2014\u65e8\u5728\u751f\u6210\u4e0e\u539f\u59cb\u6837\u672c\u65e0\u6cd5\u533a\u5206\u7684\u5168\u65b0\u6570\u636e\uff0c\u5e76\u4e14\u5b83\u4eec\u7684\u67b6\u6784\u5728\u5b83\u4eec\u7684\u6982\u5ff5\u63d0\u51fa\u540e\u4e0d\u65ad\u6539\u8fdb\uff0c\u4e0e\u6b64\u540c\u65f6\uff0c\u50cfVan den Oord\u53ca\u5176\u56e2\u961f\u63d0\u51fa\u7684PixelCNNs\u548cGoogle DeepMind\u5f00\u53d1\u7684WaveNet\u7b49\u65b0\u6a21\u578b\u7684\u53d1\u5c55\u4e5f\u63a8\u52a8\u4e86\u97f3\u9891\u548c\u8bed\u97f3\u751f\u6210\u7684\u8fdb\u6b65\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u91cd\u8981\u7684\u91cc\u7a0b\u7891\u662f\u57282017\u5e74\uff0c\u8c37\u6b4c\u7814\u7a76\u4eba\u5458\u5728\u4e00\u7bc7\u540d\u4e3a\u300aAttention Is All You Need\u300b\u7684\u8bba\u6587\u4e2d\u4ecb\u7ecd\u4e86\u4e00\u79cd\u540d\u4e3aTransformer\u7684\u65b0\u67b6\u6784\u3002\u5728\u8bed\u8a00\u751f\u6210\u9886\u57df\uff0c\u8fd9\u662f\u4e00\u573a\u9769\u547d\uff0c\u56e0\u4e3a\u5b83\u5141\u8bb8\u5e76\u884c\u5904\u7406\u540c\u65f6\u4fdd\u7559\u6709\u5173\u8bed\u8a00\u4e0a\u4e0b\u6587\u7684\u8bb0\u5fc6\uff0c\u4f18\u4e8e\u4ee5\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNNs\uff09\u6216\u957f\u77ed\u671f\u8bb0\u5fc6\uff08LSTM\uff09\u6846\u67b6\u4e3a\u57fa\u7840\u7684\u8bed\u8a00\u6a21\u578b\u7684\u5148\u524d\u5c1d\u8bd5\u3002<\/p>\n<p>Transformer\u786e\u5b9e\u4e3a\u8c37\u6b4c\u57282018\u5e74\u63a8\u51fa\u7684\u540d\u4e3aBERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5960\u5b9a\u4e86\u57fa\u7840\uff0c\u5e76\u5f88\u5feb\u6210\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5b9e\u9a8c\u7684\u57fa\u51c6\u3002<\/p>\n<p>Transformer\u4e5f\u662fOpenAI\u5f15\u5165\u7684\u6240\u6709\u751f\u6210\u5f0f\u9884\u8bad\u7ec3\uff08GPT\uff09\u6a21\u578b\u7684\u57fa\u7840\uff0c\u5305\u62ecChatGPT\u80cc\u540e\u7684GPT-3\u6a21\u578b\u3002<\/p>\n<p>\u5c3d\u7ba1\u5728\u8fd9\u4e9b\u5e74\u4e2d\u6709\u5927\u91cf\u7684\u7814\u7a76\u548c\u6210\u5c31\uff0c\u4f46\u76f4\u52302022\u5e74\u4e0b\u534a\u5e74\uff0c\u516c\u4f17\u7684\u666e\u904d\u5173\u6ce8\u624d\u8f6c\u5411\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u9886\u57df\u3002<\/p>\n<p>\u4e0d\u662f\u5076\u7136\u7684\u662f\uff0c2022\u5e74\u88ab\u79f0\u4e3a\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4e4b\u5e74\u3002\u8fd9\u4e00\u5e74\uff0c\u5f3a\u5927\u7684AI\u6a21\u578b\u548c\u5de5\u5177\u5728\u666e\u901a\u5927\u4f17\u4e2d\u5e7f\u6cdb\u4f20\u64ad\uff1a\u57fa\u4e8e\u6269\u6563\u7684\u56fe\u50cf\u670d\u52a1\uff08MidJourney\u3001DALL-E 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