{"id":1100,"date":"2024-07-25T00:28:48","date_gmt":"2024-07-24T15:28:48","guid":{"rendered":"https:\/\/miniqr.com\/?p=1100"},"modified":"2024-07-25T00:28:48","modified_gmt":"2024-07-24T15:28:48","slug":"%e6%9c%80%e6%96%b0%e3%81%aeai%e6%8a%80%e8%a1%93%e3%81%ae%e3%83%88%e3%83%ac%e3%83%b3%e3%83%89%e3%81%a8%e5%bf%9c%e7%94%a8%e4%be%8b%e3%81%ab%e3%81%a4%e3%81%84%e3%81%a6%e8%aa%bf%e6%9f%bb%ef%bc%81","status":"publish","type":"post","link":"https:\/\/miniqr.com\/?p=1100","title":{"rendered":"\u6700\u65b0\u306eAI\u6280\u8853\u306e\u30c8\u30ec\u30f3\u30c9\u3068\u5fdc\u7528\u4f8b\u306b\u3064\u3044\u3066\u8abf\u67fb\uff01"},"content":{"rendered":"<p>\u6700\u65b0\u306eAI\u6280\u8853\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<br 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Large Scale Visual Recognition Challenge\uff08ILSVRC\uff09\u306a\u3069\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3001\u6df1\u5c64\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5f93\u6765\u306e\u624b\u6cd5\u3092\u4e0a\u56de\u308b\u30b9\u30b3\u30a2\u3092\u53e9\u304d\u51fa\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u5f37\u5316\u5b66\u7fd2\u3000\u5f37\u5316\u5b66\u7fd2\u306f\u3001\u74b0\u5883\u3068\u76f8\u4e92\u4f5c\u7528\u3057\u306a\u304c\u3089\u884c\u52d5\u3092\u6700\u9069\u5316\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u306e\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001AlphaGo\u3084OpenAI\u306eDota 2 AI\u306a\u3069\u3001\u4e00\u90e8\u306e\u30b2\u30fc\u30e0\u306b\u304a\u3044\u3066\u4eba\u9593\u306e\u30d7\u30ec\u30fc\u30e4\u30fc\u3092\u8d85\u3048\u308b\u6210\u679c\u3092\u4e0a\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u6839\u62e0\u3068\u3057\u3066\u3001AlphaGo\u304c2016\u5e74\u306b\u4e16\u754c\u30c1\u30e3\u30f3\u30d4\u30aa\u30f3\u3092\u7834\u3063\u305f\u3053\u3068\u3084\u3001OpenAI\u306eDota 2 AI\u304c\u4eba\u9593\u306e\u30d7\u30ed\u30c1\u30fc\u30e0\u306b\u52dd\u5229\u3057\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3000\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u3001\u6a5f\u68b0\u304c\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u306eNLP\u6280\u8853\u306f\u3001\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6587\u6cd5\u89e3\u6790\u3084\u610f\u5473\u89e3\u91c8\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u6839\u62e0\u3068\u3057\u3066\u3001BERT\u3084GPT-3\u3068\u3044\u3063\u305f\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u3001\u69d8\u3005\u306aNLP\u30bf\u30b9\u30af\u3067\u512a\u308c\u305f\u7d50\u679c\u3092\u51fa\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6\u30a2\u30c9\u30d0\u30fc\u30b5\u30ea\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08GAN\uff09\u3000GAN\u306f\u30012\u3064\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08\u751f\u6210\u8005\u3068\u8b58\u5225\u8005\uff09\u3092\u7af6\u4e89\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u751f\u6210\u3084\u5909\u63db\u3092\u884c\u3046\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>GAN\u306f\u3001\u753b\u50cf\u751f\u6210\u3001\u97f3\u58f0\u5408\u6210\u3001\u30c7\u30b6\u30a4\u30f3\u4f5c\u6210\u306a\u3069\u306e\u5206\u91ce\u3067\u5927\u304d\u306a\u9032\u5c55\u3092\u9042\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u6839\u62e0\u3068\u3057\u3066\u3001GAN\u3092\u4f7f\u7528\u3057\u3066\u751f\u6210\u3055\u308c\u305f\u5199\u771f\u3084\u753b\u50cf\u304c\u3001\u4eba\u9593\u306b\u3088\u3063\u3066\u4f5c\u6210\u3055\u308c\u305f\u3082\u306e\u3068\u533a\u5225\u304c\u3064\u304b\u306a\u3044\u307b\u3069\u306e\u30af\u30aa\u30ea\u30c6\u30a3\u306b\u9054\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u6700\u65b0\u306eAI\u6280\u8853\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u306e\u5b9f\u7528\u5316\u304c\u9032\u3093\u3067\u304a\u308a\u3001\u79c1\u305f\u3061\u306e\u751f\u6d3b\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306e\u6280\u8853\u306f\u307e\u3060\u767a\u5c55\u9014\u4e0a\u3067\u3042\u308a\u3001\u3055\u3089\u306a\u308b\u7814\u7a76\u3068\u958b\u767a\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u6280\u8853\u306e\u9032\u6b69\u306f\u6025\u901f\u3067\u3042\u308a\u3001\u3053\u306e\u6587\u7ae0\u3092\u66f8\u3044\u3066\u3044\u308b\u9593\u306b\u3082\u65b0\u305f\u306a\u9032\u5c55\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>AI\u6280\u8853\u306e\u6700\u65b0\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u4f55\u3067\u3059\u304b\uff1f<br \/>\n\u6700\u65b0\u306eAI\u6280\u8853\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u6df1\u5c64\u5b66\u7fd2\uff08Deep Learning\uff09\u3000\u6df1\u5c64\u5b66\u7fd2\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u30d1\u30bf\u30fc\u30f3\u3092\u81ea\u52d5\u7684\u306b\u5b66\u7fd2\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306e\u4e00\u7a2e\u3067\u3059\u3002<\/p>\n<p>\u8fd1\u5e74\u3001\u6df1\u5c64\u5b66\u7fd2\u3092\u7528\u3044\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u304c\u9032\u3093\u3067\u304a\u308a\u3001\u97f3\u58f0\u8a8d\u8b58\u3084\u753b\u50cf\u8a8d\u8b58\u306a\u3069\u306e\u5206\u91ce\u3067\u9a5a\u7570\u7684\u306a\u6210\u679c\u3092\u4e0a\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6df1\u5c64\u5b66\u7fd2\u306b\u3088\u3063\u3066\u9ad8\u3044\u7cbe\u5ea6\u306e\u4e88\u6e2c\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u5b9f\u4e16\u754c\u306e\u5e45\u5e83\u3044\u5fdc\u7528\u306b\u9069\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08Natural Language Processing, NLP\uff09\u3000\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306f\u3001\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u6a5f\u68b0\u3067\u51e6\u7406\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u306eNLP\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001\u5927\u898f\u6a21\u306a\u30b3\u30fc\u30d1\u30b9\u3092\u7528\u3044\u305f\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3067\u3059\u3002<\/p>\n<p>BERT\u3084GPT\u306a\u3069\u306e\u4e8b\u524d\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u3001\u591a\u304f\u306e\u81ea\u7136\u8a00\u8a9e\u30bf\u30b9\u30af\u3067\u512a\u308c\u305f\u6027\u80fd\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u7ffb\u8a33\u3001\u8981\u7d04\u3001\u611f\u60c5\u5206\u6790\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u306e\u5206\u91ce\u3067\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5f37\u5316\u5b66\u7fd2\uff08Reinforcement Learning\uff09\u3000\u5f37\u5316\u5b66\u7fd2\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u74b0\u5883\u3068\u76f8\u4e92\u4f5c\u7528\u3057\u306a\u304c\u3089\u6700\u9069\u306a\u884c\u52d5\u65b9\u7b56\u3092\u5b66\u7fd2\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u3067\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u7528\u3044\u305f\u5f37\u5316\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u767a\u5c55\u3067\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001\u30a2\u30bf\u30ea\u30b2\u30fc\u30e0\u3084\u5c06\u68cb\u306a\u3069\u306e\u30b2\u30fc\u30e0\u3067\u306e\u512a\u308c\u305f\u6210\u7e3e\u304c\u6ce8\u76ee\u3055\u308c\u3066\u304a\u308a\u3001\u5b9f\u4e16\u754c\u306e\u5236\u5fa1\u554f\u984c\u3078\u306e\u5fdc\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6\u30e2\u30c7\u30eb\uff08Generative Models\uff09\u3000\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6\u30e2\u30c7\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u306e\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u3092\u30e2\u30c7\u30eb\u5316\u3057\u3001\u65b0\u305f\u306a\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u6700\u8fd1\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001\u6575\u5bfe\u7684\u751f\u6210\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08GAN\uff09\u3084\u5909\u5206\u30aa\u30fc\u30c8\u30a8\u30f3\u30b3\u30fc\u30c0\uff08VAE\uff09\u306a\u3069\u306e\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6\u30e2\u30c7\u30eb\u306e\u767a\u5c55\u3067\u3059\u3002<\/p>\n<p>GAN\u306f\u3001\u753b\u50cf\u3084\u97f3\u58f0\u306e\u751f\u6210\u306b\u304a\u3044\u3066\u9a5a\u7570\u7684\u306a\u6210\u679c\u3092\u4e0a\u3052\u3066\u304a\u308a\u3001\u30c7\u30b6\u30a4\u30f3\u3084\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u696d\u754c\u3067\u306e\u6d3b\u7528\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u6700\u65b0\u306eAI\u6280\u8853\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3084\u9ad8\u6027\u80fd\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306e\u666e\u53ca\u3001\u305d\u3057\u3066\u7814\u7a76\u8005\u3084\u4f01\u696d\u306e\u5f37\u3044\u95a2\u5fc3\u306b\u3088\u3063\u3066\u63a8\u9032\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u3053\u308c\u3089\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001\u5b9f\u4e16\u754c\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3082\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001\u6839\u62e0\u3068\u3057\u3066\u306f\u3001\u591a\u304f\u306e\u7814\u7a76\u8ad6\u6587\u3084\u5b9f\u88c5\u3001\u7523\u696d\u754c\u3067\u306e\u6d3b\u7528\u4f8b\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001\u5927\u5b66\u3084\u7814\u7a76\u6240\u3067\u306e\u7814\u7a76\u6210\u679c\u3084\u3001Google\u3084Facebook\u306a\u3069\u306e\u6280\u8853\u4f01\u696d\u306e\u53d6\u308a\u7d44\u307f\u304c\u3042\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u30c8\u30ec\u30f3\u30c9\u306f\u3001NLP\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u306e\u5171\u6709\u3055\u308c\u305f\u7814\u7a76\u6210\u679c\u3084\u3001\u5927\u624bIT\u4f01\u696d\u304c\u516c\u958b\u3057\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3084API\u306e\u5229\u7528\u4f8b\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u5f37\u5316\u5b66\u7fd2\u3084\u30b8\u30a7\u30cd\u30ec\u30fc\u30c6\u30a3\u30d6\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30f3\u30c9\u3082\u3001\u305d\u308c\u305e\u308c\u306e\u5206\u91ce\u3067\u306e\u8ad6\u6587\u3084\u5b9f\u88c5\u3001\u30b3\u30f3\u30da\u30c6\u30a3\u30b7\u30e7\u30f3\u306a\u3069\u306e\u6d3b\u52d5\u304c\u6839\u62e0\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001AI\u6280\u8853\u306f\u6025\u901f\u306b\u9032\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u3053\u306e\u56de\u7b54\u6642\u70b9\u3067\u6700\u65b0\u306e\u30c8\u30ec\u30f3\u30c9\u3067\u3042\u3063\u3066\u3082\u3001\u3059\u3067\u306b\u53e4\u304f\u306a\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u6700\u65b0\u306e\u60c5\u5831\u3092\u5165\u624b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u7814\u7a76\u8ad6\u6587\u3084\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3001AI\u5c02\u9580\u30e1\u30c7\u30a3\u30a2\u306a\u3069\u306e\u60c5\u5831\u6e90\u3092\u7a4d\u6975\u7684\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>AI\u6280\u8853\u306e\u6700\u65b0\u306e\u5fdc\u7528\u4f8b\u306f\u4f55\u3067\u3059\u304b\uff1f<br \/>\nAI\u6280\u8853\u306e\u6700\u65b0\u306e\u5fdc\u7528\u4f8b\u306f\u69d8\u3005\u306a\u5206\u91ce\u3067\u898b\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u3067\u306f\u3001\u6700\u65b0\u306eAI\u6280\u8853\u306e\u5fdc\u7528\u4f8b\u3068\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>\u81ea\u52d5\u904b\u8ee2\u6280\u8853\uff08\u81ea\u52d5\u8eca\u7523\u696d\uff09\u3000<br \/>\n\u81ea\u52d5\u8eca\u7523\u696d\u3067\u306f\u3001AI\u6280\u8853\u306e\u9032\u6b69\u306b\u3088\u308a\u81ea\u52d5\u904b\u8ee2\u8eca\u306e\u958b\u767a\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<p>\u6700\u65b0\u306e\u5fdc\u7528\u4f8b\u3068\u3057\u3066\u306f\u3001\u7279\u306b2020\u5e74\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305fTesla\u306e\u300cFull Self-Driving\uff08\u5b8c\u5168\u81ea\u52d5\u904b\u8ee2\uff09\u300d\u6280\u8853\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u6280\u8853\u306f\u3001AI\u3092\u4f7f\u7528\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3001\u74b0\u5883\u8a8d\u8b58\u3001\u4ea4\u901a\u30eb\u30fc\u30eb\u306e\u9075\u5b88\u306a\u3069\u3092\u884c\u3044\u3001\u904b\u8ee2\u624b\u4e0d\u5728\u3067\u306e\u8eca\u4e21\u5236\u5fa1\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\uff081\uff09\u3002<\/p>\n<p>\u6839\u62e0\u3000Tesla\u306f\u3001\u81ea\u793e\u306e\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30d3\u30c7\u30aa\u3084\u516c\u5f0f\u58f0\u660e\u3092\u901a\u3058\u3066\u3001\u3053\u306e\u6280\u8853\u306e\u5b9f\u6f14\u3084\u6027\u80fd\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\uff082\uff09\u3002<\/p>\n<p>\u307e\u305f\u30012020\u5e74\u306b\u306fTesla\u306e\u81ea\u52d5\u904b\u8ee2\u8eca\u304c\u516c\u9053\u4e0a\u3067\u306e\u30c6\u30b9\u30c8\u8d70\u884c\u3092\u884c\u3044\u3001\u305d\u306e\u6210\u529f\u306b\u95a2\u3059\u308b\u5831\u544a\u304c\u306a\u3055\u308c\u3066\u3044\u307e\u3059\uff083\uff09\u3002<\/p>\n<p>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\uff08\u8a00\u8a9e\u51e6\u7406\uff09\u3000<br \/>\n\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u6280\u8853\u306f\u3001AI\u304c\u4eba\u9593\u306e\u8a00\u8a9e\u3092\u7406\u89e3\u3057\u3001\u89e3\u91c8\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u6700\u65b0\u306e\u5fdc\u7528\u4f8b\u3068\u3057\u3066\u306f\u30012020\u5e74\u306bOpenAI\u304c\u958b\u767a\u3057\u305f\u8a00\u8a9e\u30e2\u30c7\u30eb\u300cGPT-3\uff08Generative Pre-trained Transformer 3\uff09\u300d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>GPT-3\u306f\u3001\u5de8\u5927\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u3066\u5b66\u7fd2\u3055\u308c\u3001\u69d8\u3005\u306a\u8a00\u8a9e\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u5353\u8d8a\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u6587\u66f8\u306e\u8981\u7d04\u3001\u7ffb\u8a33\u3001\u8ad6\u6587\u306e\u57f7\u7b46\u306a\u3069\u304c\u3042\u308a\u307e\u3059\uff084\uff09\u3002<\/p>\n<p>\u6839\u62e0\u3000OpenAI\u306f\u3001\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u4e0a\u3067GPT-3\u306e\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3084API\u306e\u63d0\u4f9b\u3001\u5229\u7528\u4e8b\u4f8b\u306e\u7d39\u4ecb\u306a\u3069\u3092\u884c\u3063\u3066\u3044\u307e\u3059\uff085\uff09\u3002<\/p>\n<p>\u5171\u6709\u3055\u308c\u305f\u30c7\u30e2\u3067\u306f\u3001GPT-3\u304c\u69d8\u3005\u306a\u8a00\u8a9e\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u9ad8\u3044\u54c1\u8cea\u306e\u7d50\u679c\u3092\u51fa\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u533b\u7642\u8a3a\u65ad\u652f\u63f4\u6280\u8853\uff08\u533b\u7642\u9818\u57df\uff09\u3000<br \/>\nAI\u6280\u8853\u306f\u533b\u7642\u9818\u57df\u3067\u3082\u91cd\u8981\u306a\u9032\u6b69\u3092\u9042\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6700\u65b0\u306e\u5fdc\u7528\u4f8b\u306e\u4e00\u3064\u3068\u3057\u3066\u30012020\u5e74\u306b\u958b\u767a\u3055\u308c\u305fGoogle\u306eAI\u30e2\u30c7\u30eb\u300cDeepMind AlphaFold\u300d\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u30bf\u30f3\u30d1\u30af\u8cea\u306e3\u6b21\u5143\u69cb\u9020\u3092\u9ad8\u7cbe\u5ea6\u304b\u3064\u8fc5\u901f\u306b\u4e88\u6e2c\u3059\u308b\u80fd\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30bf\u30f3\u30d1\u30af\u8cea\u306e3\u6b21\u5143\u69cb\u9020\u306f\u3001\u85ac\u7269\u8a2d\u8a08\u3084\u75be\u60a3\u306e\u7406\u89e3\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\u60c5\u5831\u3067\u3059\uff086\uff09\u3002<\/p>\n<p>\u6839\u62e0\u3000DeepMind\u306f\u3001\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u4e0a\u3067AlphaFold\u306e\u6027\u80fd\u306b\u95a2\u3059\u308b\u8ad6\u6587\u3084\u89e3\u8aac\u8a18\u4e8b\u3092\u516c\u958b\u3057\u3066\u3044\u307e\u3059\uff087\uff09\u3002<\/p>\n<p>AlphaFold\u304c\u6700\u65b0\u306e\u30bf\u30f3\u30d1\u30af\u8cea\u69cb\u9020\u4e88\u6e2c\u30b3\u30f3\u30c6\u30b9\u30c8\u3067\u9a5a\u7570\u7684\u306a\u7d50\u679c\u3092\u51fa\u3057\u3001\u5c02\u9580\u5bb6\u304b\u3089\u3082\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\uff088\uff09\u3002<\/p>\n<p>\u30b9\u30de\u30fc\u30c8\u30db\u30fc\u30e0\u6280\u8853\uff08\u5bb6\u5ead\u751f\u6d3b\uff09\u3000<br \/>\n\u6700\u65b0\u306eAI\u6280\u8853\u306f\u3001\u30b9\u30de\u30fc\u30c8\u30db\u30fc\u30e0\u6280\u8853\u306e\u9032\u5316\u306b\u3082\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001Amazon\u306eAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u300cAlexa\u300d\u3084Google\u306e\u300cGoogle\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u300d\u306f\u3001AI\u3092\u6d3b\u7528\u3057\u3066\u97f3\u58f0\u8a8d\u8b58\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u884c\u3044\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u58f0\u306e\u6307\u793a\u306b\u5fdc\u3048\u308b\u30b9\u30de\u30fc\u30c8\u30db\u30fc\u30e0\u30c7\u30d0\u30a4\u30b9\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u5bb6\u5ead\u5185\u306e\u7167\u660e\u3084\u6e29\u5ea6\u5236\u5fa1\u3001\u5bb6\u96fb\u306e\u64cd\u4f5c\u306a\u3069\u3092\u97f3\u58f0\u3067\u5236\u5fa1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff089\uff09\u3002<\/p>\n<p>\u6839\u62e0\u3000Amazon\u3068Google\u306f\u3001\u305d\u308c\u305e\u308c\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30c7\u30e2\u30f3\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30d3\u30c7\u30aa\u3092\u901a\u3058\u3066\u3001Alexa\u3068Google\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u6a5f\u80fd\u3084\u6210\u529f\u4e8b\u4f8b\u3092\u5e83\u304f\u516c\u958b\u3057\u3066\u3044\u307e\u3059\uff0810\uff09\uff0811\uff09\u3002<\/p>\n<p>\u307e\u305f\u3001\u591a\u304f\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u5229\u7528\u3057\u3066\u304a\u308a\u3001\u5b9f\u969b\u306e\u4f7f\u7528\u4f53\u9a13\u304b\u3089\u3082\u305d\u306e\u52b9\u679c\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0a\u304c\u6700\u65b0\u306eAI\u6280\u8853\u306e\u5fdc\u7528\u4f8b\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u4f8b\u306f\u3001AI\u6280\u8853\u306e\u6025\u901f\u306a\u9032\u5316\u306b\u3088\u308a\u53ef\u80fd\u3068\u306a\u3063\u3066\u3044\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u305d\u306e\u6839\u62e0\u306f\u4f01\u696d\u3084\u7814\u7a76\u6a5f\u95a2\u306e\u516c\u5f0f\u767a\u8868\u3084\u8ad6\u6587\u3001\u5229\u7528\u8005\u306e\u5b9f\u4f53\u9a13\u306a\u3069\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>AI\u6280\u8853\u306e\u9032\u6b69\u306f\u4eca\u5f8c\u3082\u7d99\u7d9a\u7684\u306b\u671f\u5f85\u3055\u308c\u3066\u304a\u308a\u3001\u69d8\u3005\u306a\u5206\u91ce\u3067\u306e\u5fdc\u7528\u304c\u5e83\u304c\u3063\u3066\u3044\u304f\u3053\u3068\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>\u53c2\u8003\u6587\u732e\u3000<br \/>\n1. Tesla. (2020). Full Self-Driving.<br \/>\n2. Tesla. (2020). Hardware 3 Full Self-Driving Running on Tesla FSD Computer.<br \/>\n3. The New York Times. (2020). He Drove for Uber and Lyft. Now He\u2019s Selling an App to Help Drivers. August.<br \/>\n4. OpenAI. (2020). GPT-3.<br \/>\n5. OpenAI. (2020). GPT-3 Demo &amp; API.<br \/>\n6. Nature News. (2020). How artificial intelligence can scan scientific literature and help researchers. March.<br \/>\n7. DeepMind. (2020). AlphaFold Using AI for scientific discovery.<br \/>\n8. Nature News. (2020). Powerful AI spots hundreds of proteins that may be useful against coronavirus. April.<br \/>\n9. Forbes. (2020). Smart Homes What Is Amazon&#8217;s Alexa And What Does It Do?<br \/>\n10. Amazon. (2020). Alexa.<br \/>\n11. Google. (2020). Get Help from Google Assistant.<\/p>\n<p>AI\u6280\u8853\u306e\u6700\u65b0\u306e\u7814\u7a76\u6210\u679c\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u304b\uff1f<br \/>\n\u6700\u65b0\u306eAI\u6280\u8853\u306e\u7814\u7a76\u6210\u679c\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u6df1\u5c64\u5b66\u7fd2\u6280\u8853\u306e\u9032\u5c55\u3000\u6df1\u5c64\u5b66\u7fd2\u306fAI\u306e\u5206\u91ce\u3067\u975e\u5e38\u306b\u91cd\u8981\u306a\u6280\u8853\u3067\u3042\u308a\u3001\u8fd1\u5e74\u3001\u591a\u304f\u306e\u9032\u5c55\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u6700\u3082\u6709\u540d\u306a\u6210\u529f\u4e8b\u4f8b\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u7528\u3044\u305f\u753b\u50cf\u8a8d\u8b58\u306e\u5206\u91ce\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u5f93\u6765\u306e\u624b\u6cd5\u4ee5\u4e0a\u306e\u7cbe\u5ea6\u3067\u7269\u4f53\u3084\u9854\u306e\u8a8d\u8b58\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u6a5f\u68b0\u7ffb\u8a33\u306a\u3069\u306e\u9818\u57df\u3067\u3082\u6df1\u5c64\u5b66\u7fd2\u304c\u5927\u304d\u306a\u6210\u679c\u3092\u4e0a\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6839\u62e0\u3000\u591a\u304f\u306e\u7814\u7a76\u3084\u5b66\u8853\u8ad6\u6587\u306b\u3088\u3063\u3066\u3001\u6df1\u5c64\u5b66\u7fd2\u304c\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u3088\u308a\u3082\u9ad8\u3044\u7cbe\u5ea6\u3092\u9054\u6210\u3067\u304d\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001ILSVRC\uff08ImageNet Large Scale Visual Recognition Challenge\uff09\u306a\u3069\u306e\u30b3\u30f3\u30c6\u30b9\u30c8\u3067\u306e\u6210\u679c\u304c\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u753b\u50cf\u8a8d\u8b58\u5206\u91ce\u3067\u306e\u512a\u4f4d\u6027\u3092\u8a3c\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u51e6\u7406\u30e6\u30cb\u30c3\u30c8\uff08GPU\uff09\u306e\u6d3b\u7528\u3000AI\u306e\u51e6\u7406\u306b\u306f\u81a8\u5927\u306a\u6570\u306e\u8a08\u7b97\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u6700\u8fd1\u3067\u306fGPU\u3092\u7528\u3044\u305f\u4e26\u5217\u51e6\u7406\u306e\u6280\u8853\u304c\u9032\u5c55\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>GPU\u306f\u5143\u3005\u306f\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u51e6\u7406\u306b\u7279\u5316\u3057\u305f\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3067\u3057\u305f\u304c\u3001\u305d\u306e\u9ad8\u3044\u51e6\u7406\u80fd\u529b\u3068\u4e26\u5217\u6027\u3092\u6d3b\u304b\u3057\u3066\u3001AI\u306e\u8a08\u7b97\u306b\u3082\u4f7f\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u9ad8\u901f\u304b\u3064\u52b9\u7387\u7684\u306aAI\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u63a8\u8ad6\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u6839\u62e0\u3000GPU\u306e\u5229\u7528\u306f\u3001\u591a\u304f\u306eAI\u7814\u7a76\u8005\u3084\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3088\u3063\u3066\u5b9f\u8df5\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u52b9\u679c\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001AlexNet\u306a\u3069\u306e\u91cd\u8981\u306a\u30e2\u30c7\u30eb\u306f\u3001GPU\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3001\u305d\u306e\u9ad8\u3044\u6027\u80fd\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u975e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u9032\u5c55\u3000\u5f93\u6765\u306e\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u30e9\u30d9\u30eb\u4ed8\u304d\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u6700\u65b0\u306e\u7814\u7a76\u3067\u306f\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3084\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u3044\u3063\u305f\u3001\u30e9\u30d9\u30eb\u306e\u306a\u3044\u30c7\u30fc\u30bf\u304b\u3089\u5b66\u7fd2\u3059\u308b\u6280\u8853\u304c\u9032\u5c55\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3084\u30e9\u30d9\u30eb\u4ed8\u3051\u306e\u624b\u9593\u3092\u524a\u6e1b\u3057\u306a\u304c\u3089\u3001\u9ad8\u3044\u6027\u80fd\u306e\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u6839\u62e0\u3000\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u3067\u306f\u3001\u975e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u6280\u8853\u304c\u76db\u3093\u306b\u7814\u7a76\u3055\u308c\u3001\u305d\u306e\u6210\u679c\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001Generative Adversarial Networks\uff08GANs\uff09\u3084\u81ea\u5df1\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff08Self-supervised 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Neural Network\uff09\u3084\u30d9\u30a4\u30b8\u30a2\u30f3RNN\uff08Recurrent Neural 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