Ian Goodfellow\u3001Yoshua Bengio\u3001\u304a\u3088\u3073Aaron Courville\u306b\u3088\u308b\u300cDeep Learning\u300d\u3068\u3044\u3046\u672c\u3067\u306f\u3001\u8aad\u8005\u306b\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u306e\u5206\u91ce\u3092\u5305\u62ec\u7684\u304b\u3064\u8a73\u7d30\u306a\u63a2\u6c42\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u672c\u306f\u3001\u5b66\u751f\u3001\u7814\u7a76\u8005\u3001\u5b9f\u8df5\u8005\u3092\u542b\u3080\u5e45\u5e83\u3044\u500b\u4eba\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u660e\u78ba\u3067\u5177\u4f53\u7684\u306a\u8a00\u8a9e\u3067\u3001\u3053\u306e\u672c\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u306e\u539f\u5247\u3068\u5fdc\u7528\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u62bd\u8c61\u7684\u3067\u66d6\u6627\u306a\u8a00\u8a9e\u3092\u907f\u3051\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u8457\u8005\u306f\u3001\u8aad\u8005\u304c\u3053\u306e\u6025\u901f\u306b\u9032\u5316\u3059\u308b\u5206\u91ce\u306b\u95a2\u4e0e\u3059\u308b\u6982\u5ff5\u3068\u30c6\u30af\u30cb\u30c3\u30af\u3092\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u3053\u306e\u672c\u306f\u77ed\u3044\u5358\u7d14\u306a\u6587\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u7570\u306a\u308b\u8a00\u8a9e\u9593\u3067\u3046\u307e\u304f\u7ffb\u8a33\u3055\u308c\u306a\u3044\u53ef\u80fd\u6027\u306e\u3042\u308b\u30a4\u30c7\u30a3\u30aa\u30e0\u3084\u30e1\u30bf\u30d5\u30a1\u30fc\u3092\u907f\u3051\u3066\u3044\u307e\u3059\u3002\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u58f0\u3068\u4e00\u8cab\u3057\u305f\u7528\u8a9e\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u306e\u4e16\u754c\u3092\u6398\u308a\u4e0b\u3052\u308b\u3053\u3068\u306b\u8208\u5473\u306e\u3042\u308b\u4eba\u306b\u4fe1\u983c\u3067\u304d\u308b\u57fa\u76e4\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n
\u3053\u306e\u672c\u300cDeep Learning\u300d\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7406\u89e3\u3068\u5b9f\u88c5\u306e\u57fa\u672c\u7684\u306a\u5e45\u5e83\u3044\u30b3\u30a2\u30b3\u30f3\u30bb\u30d7\u30c8\u3068\u6226\u7565\u3092\u6398\u308a\u4e0b\u3052\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5206\u91ce\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u91cd\u8981\u306a\u30a2\u30a4\u30c7\u30a2\u3068\u30c6\u30af\u30cb\u30c3\u30af\u3092\u8aad\u8005\u306b\u5fb9\u5e95\u7684\u306b\u8abf\u67fb\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n
\u3053\u306e\u672c\u3067\u8aac\u660e\u3055\u308c\u3066\u3044\u308b\u4e3b\u306a\u6982\u5ff5\u306e1\u3064\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u3059\u3002\u8457\u8005\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u3069\u306e\u3088\u3046\u306b\u69cb\u9020\u5316\u304a\u3088\u3073\u8a13\u7df4\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u8aac\u660e\u3057\u3001\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNNS\uff09\u3084\u518d\u767a\u6027\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u95a2\u3059\u308b\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u672c\u306f\u3001\u52b9\u679c\u7684\u306a\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u306a\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u95a2\u6570\u3001\u30d0\u30c3\u30af\u30d7\u30ed\u30d1\u30b2\u30fc\u30b7\u30e7\u30f3\u3001\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306a\u3069\u306e\u30c8\u30d4\u30c3\u30af\u3082\u30ab\u30d0\u30fc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\u672c\u3067\u8aac\u660e\u3055\u308c\u3066\u3044\u308b\u6df1\u3044\u5b66\u7fd2\u306e\u3082\u30461\u3064\u306e\u91cd\u8981\u306a\u5074\u9762\u306f\u3001\u8868\u73fe\u5b66\u7fd2\u306e\u6982\u5ff5\u3067\u3059\u3002\u8457\u8005\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u30c7\u30fc\u30bf\u306e\u968e\u5c64\u7684\u8868\u73fe\u3092\u81ea\u52d5\u7684\u306b\u5b66\u7fd2\u3067\u304d\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u97f3\u58f0\u8a8d\u8b58\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n
\u3053\u306e\u672c\u306f\u307e\u305f\u3001\u751f\u6210\u30e2\u30c7\u30eb\u3001\u6575\u5bfe\u7684\u306a\u8a13\u7df4\u3001\u6df1\u3044\u5f37\u5316\u5b66\u7fd2\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30c8\u30d4\u30c3\u30af\u3092\u6398\u308a\u4e0b\u3052\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c8\u30d4\u30c3\u30af\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u3001\u81ea\u7136\u8a00\u8a9e\u52a0\u5de5\u3001\u4eba\u5de5\u77e5\u80fd\u306e\u5206\u91ce\u306b\u9769\u547d\u3092\u3082\u305f\u3089\u3057\u305f\u6700\u5148\u7aef\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u63a2\u308a\u307e\u3059\u3002<\/p>\n\n\n
\u30b3\u30a2\u306e\u6982\u5ff5\u3068\u6226\u7565\u306e\u8b70\u8ad6\u306b\u52a0\u3048\u3066\u3001\u3053\u306e\u672c\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b9f\u88c5\u306b\u95a2\u3059\u308b\u5b9f\u7528\u7684\u306a\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 Tensorflow\u3084Pytorch\u306a\u3069\u306e\u4e00\u822c\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u6df1\u3044\u5b66\u7fd2\u6280\u8853\u3092\u9069\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3059\u4f8b\u3068\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\u5168\u4f53\u3068\u3057\u3066\u3001\u300cDeep Learning\u300d\u306f\u3001\u3053\u306e\u5206\u91ce\u3067\u306e\u30b3\u30a2\u306e\u6982\u5ff5\u3068\u6226\u7565\u306e\u5305\u62ec\u7684\u306a\u6982\u8981\u3092\u63d0\u4f9b\u3057\u3001\u6df1\u3044\u5b66\u7fd2\u30c6\u30af\u30cb\u30c3\u30af\u306e\u7406\u89e3\u3092\u6df1\u3081\u3088\u3046\u3068\u3059\u308b\u5b66\u751f\u3001\u7814\u7a76\u8005\u3001\u5b9f\u52d9\u5bb6\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\u300c\u6df1\u3044\u5b66\u7fd2\u300d\u3092\u969b\u7acb\u305f\u305b\u308b\u3082\u306e\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u8aad\u8005\u306b\u3068\u3063\u3066\u72ec\u81ea\u306e\u4fa1\u5024\u3092\u5f37\u8abf\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n
\u3053\u306e\u5305\u62ec\u7684\u306a\u672c\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u3092\u8a73\u7d30\u306b\u691c\u8a0e\u3057\u3001\u5b66\u751f\u3001\u7814\u7a76\u8005\u3001\u5b9f\u8df5\u8005\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u540c\u3058\u30b8\u30e3\u30f3\u30eb\u306e\u4ed6\u306e\u672c\u3068\u306f\u7570\u306a\u308a\u3001\u305d\u308c\u306f\u62bd\u8c61\u7684\u3067\u66d6\u6627\u306a\u8a00\u8a9e\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u3001\u8907\u96d1\u306a\u6982\u5ff5\u306e\u660e\u78ba\u3067\u5177\u4f53\u7684\u306a\u8aac\u660e\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u8457\u8005\u306f\u3001\u6a5f\u68b0\u7ffb\u8a33\u306b\u3088\u308b\u8aa4\u8a33\u306e\u30ea\u30b9\u30af\u3092\u6e1b\u3089\u3059\u305f\u3081\u306b\u3001\u77ed\u3044\u5358\u7d14\u306a\u6587\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\u3055\u3089\u306b\u3001\u300c\u6df1\u3044\u5b66\u7fd2\u300d\u306f\u3001\u7570\u306a\u308b\u8a00\u8a9e\u9593\u3067\u3046\u307e\u304f\u7ffb\u8a33\u3055\u308c\u306a\u3044\u53ef\u80fd\u6027\u306e\u3042\u308b\u30a4\u30c7\u30a3\u30aa\u30e0\u3001\u6bd4phor\u3001\u304a\u3088\u3073\u5c02\u9580\u7528\u8a9e\u306e\u4f7f\u7528\u3092\u63a7\u3048\u307e\u3059\u3002\u672c\u306e\u5185\u5bb9\u306f\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u58f0\u3067\u66f8\u304b\u308c\u3066\u304a\u308a\u3001\u660e\u5feb\u3055\u3068\u666e\u904d\u7684\u306a\u7406\u89e3\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n\n\n
\u7528\u8a9e\u306b\u95a2\u3057\u3066\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5168\u4f53\u3067\u4e00\u8cab\u6027\u304c\u7dad\u6301\u3055\u308c\u3001\u3055\u307e\u3056\u307e\u306a\u8a00\u8a9e\u7ffb\u8a33\u306b\u308f\u305f\u308b\u8aad\u8005\u306e\u6df7\u4e71\u3092\u907f\u3051\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306b\u5f93\u3046\u3053\u3068\u306b\u3088\u308a\u3001\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u306f\u3001\u305d\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u610f\u56f3\u3057\u305f\u610f\u5473\u3092\u5931\u3046\u3053\u3068\u306a\u304f\u8907\u6570\u306e\u8a00\u8a9e\u306b\u7c21\u5358\u306b\u7ffb\u8a33\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n
\u8981\u7d04\u3059\u308b\u3068\u3001\u300cDeep Learning\u300d\u306f\u3001\u305d\u306e\u660e\u78ba\u3067\u7279\u5b9a\u306e\u8a00\u8a9e\u3001\u77ed\u304f\u5358\u7d14\u306a\u6587\u3001\u30a4\u30c7\u30a3\u30aa\u30e0\u3068\u6bd4phor\u306e\u56de\u907f\u3001\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u97f3\u58f0\u306e\u4f7f\u7528\u3001\u7528\u8a9e\u306e\u4e00\u8cab\u6027\u306e\u305f\u3081\u306b\u3001\u540c\u3058\u30b8\u30e3\u30f3\u30eb\u306e\u4ed6\u306e\u672c\u306e\u4e2d\u3067\u969b\u7acb\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6df1\u3044\u5b66\u7fd2\u306e\u5305\u62ec\u7684\u306a\u7406\u89e3\u3092\u5f97\u308b\u3053\u3068\u306b\u8208\u5473\u304c\u3042\u308b\u4eba\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n
\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306f\u3001\u672c\u3067\u8aac\u660e\u3057\u305f\u6982\u5ff5\u306e\u5b9f\u969b\u7684\u306a\u610f\u5473\u3092\u793a\u3059\u8c4a\u5bcc\u306a\u73fe\u5b9f\u4e16\u754c\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u8aad\u8005\u306b\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n
\u3053\u308c\u3089\u306e\u4f8b\u3092\u901a\u3058\u3066\u3001\u5b66\u751f\u3001\u7814\u7a76\u8005\u3001\u304a\u3088\u3073\u5b9f\u8df5\u8005\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3084\u5206\u91ce\u3067\u6df1\u3044\u5b66\u7fd2\u304c\u3069\u306e\u3088\u3046\u306b\u9069\u7528\u3055\u308c\u308b\u304b\u306b\u3064\u3044\u3066\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u5f97\u3066\u3044\u307e\u3059\u3002\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306f\u3001\u8907\u96d1\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3057\u3001\u9855\u8457\u306a\u7d50\u679c\u3092\u9054\u6210\u3059\u308b\u969b\u306e\u6df1\u3044\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u6709\u52b9\u6027\u3092\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\u5b9f\u969b\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u6df1\u3044\u5b66\u7fd2\u306e\u9069\u7528\u3092\u7d39\u4ecb\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u672c\u306f\u8aad\u8005\u306b\u77e5\u8b58\u3068\u7406\u89e3\u3092\u88c5\u3044\u3001\u3053\u308c\u3089\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u81ea\u5206\u306e\u4f5c\u54c1\u306b\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u3044\u305a\u308c\u3067\u3042\u3063\u3066\u3082\u3001\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u5b9f\u7528\u7684\u306a\u30ac\u30a4\u30c9\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n\n\n
\u5168\u4f53\u3068\u3057\u3066\u3001\u3053\u308c\u3089\u306e\u73fe\u5b9f\u4e16\u754c\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u542b\u3081\u308b\u3053\u3068\u3067\u3001\u6df1\u3044\u5b66\u7fd2\u306b\u5927\u304d\u306a\u4fa1\u5024\u304c\u8ffd\u52a0\u3055\u308c\u3001\u5b9f\u969b\u306e\u8a2d\u5b9a\u3067\u6df1\u3044\u5b66\u7fd2\u306e\u6982\u5ff5\u3092\u9069\u7528\u3057\u3088\u3046\u3068\u3059\u308b\u4eba\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n
\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u306e\u8457\u8005\u3067\u3042\u308b\u30a4\u30a2\u30f3\u30b0\u30c3\u30c9\u30d5\u30a7\u30ed\u30fc\u3001\u30e8\u30b7\u30e5\u30a2\u30d9\u30f3\u30ae\u30aa\u3001\u304a\u3088\u3073\u30a2\u30fc\u30ed\u30f3\u30af\u30fc\u30eb\u30d3\u30eb\u306f\u3001\u4eba\u5de5\u77e5\u80fd\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u306e\u6709\u540d\u306a\u5c02\u9580\u5bb6\u3067\u3059\u3002<\/p>\n\n\n
Ian Goodfellow\u306fOpenai\u306e\u7814\u7a76\u79d1\u5b66\u8005\u3067\u3042\u308a\u3001\u6df1\u3044\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u3068\u7406\u89e3\u306b\u591a\u5927\u306a\u8ca2\u732e\u3092\u3057\u3066\u3044\u307e\u3059\u3002\u5f7c\u306f\u3001\u751f\u6210\u7684\u6575\u5bfe\u7684\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08GANS\uff09\u306e\u767a\u660e\u3092\u542b\u3080\u3001\u751f\u6210\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u5f7c\u306e\u7814\u7a76\u3067\u5e83\u304f\u8a8d\u8b58\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\u30e2\u30f3\u30c8\u30ea\u30aa\u30fc\u30eb\u5927\u5b66\u306e\u6559\u6388\u3067\u3042\u308b\u30e8\u30b7\u30e5\u30a2\u30d9\u30f3\u30ac\u30a4\u30aa\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u4e16\u754c\u6709\u6570\u306e\u5f53\u5c40\u306e1\u3064\u3067\u3059\u3002\u5f7c\u306e\u7814\u7a76\u306f\u3001\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u9032\u3081\u3001\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3084\u751f\u6210\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306a\u3069\u3001\u6df1\u3044\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u3055\u307e\u3056\u307e\u306a\u5074\u9762\u3092\u63a2\u308b\u3053\u3068\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\u30a2\u30fc\u30ed\u30f3\u30fb\u30af\u30fc\u30eb\u30d3\u30eb\u306f\u30e2\u30f3\u30c8\u30ea\u30aa\u30eb\u5927\u5b66\u306e\u6559\u6388\u3067\u3082\u3042\u308a\u3001\u6df1\u3044\u5b66\u7fd2\u7814\u7a76\u306b\u591a\u5927\u306a\u8ca2\u732e\u3092\u3057\u3066\u3044\u307e\u3059\u3002\u5f7c\u306e\u5c02\u9580\u77e5\u8b58\u306f\u3001\u6559\u5e2b\u306e\u306a\u3044\u5b66\u7fd2\u3001\u518d\u767a\u6027\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306a\u3069\u306e\u5206\u91ce\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n
\u8457\u8005\u306f\u3001\u77e5\u8b58\u3068\u7d4c\u9a13\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u6df1\u3044\u5b66\u7fd2\u306e\u30c8\u30d4\u30c3\u30af\u306b\u8c4a\u5bcc\u306a\u5c02\u9580\u77e5\u8b58\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u5f7c\u3089\u306e\u5305\u62ec\u7684\u306a\u672c\u306f\u3001\u4e3b\u984c\u306b\u5bfe\u3059\u308b\u5f7c\u3089\u306e\u6df1\u3044\u7406\u89e3\u3092\u53cd\u6620\u3057\u3066\u304a\u308a\u3001\u305d\u308c\u3092\u5206\u91ce\u306e\u5b66\u751f\u3001\u7814\u7a76\u8005\u3001\u5b9f\u8df5\u8005\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\u30bf\u30fc\u30b2\u30c3\u30c8\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u306f\u3001\u8aad\u8005\u304c\u672c\u304c\u81ea\u5206\u306e\u30cb\u30fc\u30ba\u3084\u95a2\u5fc3\u306b\u95a2\u9023\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n
Ian Goodfellow\u3001Yoshua Bengio\u3001\u304a\u3088\u3073Aaron Courville\u306b\u3088\u308b\u672c\u300cDeep Learning\u300d\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u3092\u8a73\u7d30\u306b\u898b\u3066\u63d0\u4f9b\u3059\u308b\u5305\u62ec\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u3067\u3059\u3002\u3053\u306e\u5206\u91ce\u306e\u5b66\u751f\u3001\u7814\u7a76\u8005\u3001\u5b9f\u8df5\u8005\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\u5b66\u751f\u3001\u7279\u306b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3092\u52c9\u5f37\u3059\u308b\u5b66\u751f\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u306e\u6982\u5ff5\u3068\u30c6\u30af\u30cb\u30c3\u30af\u306e\u5f37\u56fa\u306a\u57fa\u76e4\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u3053\u306e\u672c\u3092\u8aad\u3080\u3053\u3068\u304b\u3089\u5229\u76ca\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u8457\u8005\u306f\u3001\u8907\u96d1\u306a\u30a2\u30a4\u30c7\u30a2\u3092\u660e\u78ba\u3067\u7c21\u6f54\u306a\u65b9\u6cd5\u3067\u8aac\u660e\u3057\u3001\u5b66\u751f\u304c\u7814\u7a76\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3053\u308c\u3089\u306e\u6982\u5ff5\u3092\u628a\u63e1\u3057\u3066\u9069\u7528\u3057\u3084\u3059\u304f\u3059\u308b\u3053\u3068\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n
\u6df1\u3044\u5b66\u7fd2\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u7814\u7a76\u8005\u3068\u5b66\u8005\u3082\u3001\u3053\u306e\u672c\u306e\u6069\u6075\u3092\u53d7\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u751f\u6210\u30e2\u30c7\u30eb\u306a\u3069\u3001\u5e45\u5e83\u3044\u30c8\u30d4\u30c3\u30af\u3092\u30ab\u30d0\u30fc\u3057\u3001\u7814\u7a76\u3092\u884c\u3044\u3001\u6df1\u3044\u5b66\u7fd2\u306e\u5883\u754c\u3092\u62bc\u3057\u5e83\u3052\u308b\u4eba\u306b\u8cb4\u91cd\u306a\u53c2\u7167\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n
\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u958b\u767a\u8005\u306a\u3069\u306e\u958b\u696d\u533b\u306f\u3001\u3053\u306e\u672c\u304b\u3089\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u30d3\u30b8\u30e7\u30f3\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u97f3\u58f0\u8a8d\u8b58\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c9\u30e1\u30a4\u30f3\u3067\u306e\u6df1\u3044\u5b66\u7fd2\u306e\u9069\u7528\u3092\u7d39\u4ecb\u3059\u308b\u5b9f\u969b\u306e\u4f8b\u3068\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u5b9f\u7528\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u5b9f\u8df5\u8005\u306f\u81ea\u5206\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3084\u4ed5\u4e8b\u306b\u6df1\u3044\u5b66\u7fd2\u6280\u8853\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n
\u7d50\u8ad6\u3068\u3057\u3066\u3001\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u306f\u3001\u5b66\u751f\u3001\u7814\u7a76\u8005\u3001\u5b9f\u8df5\u8005\u3092\u542b\u3080\u591a\u69d8\u306a\u8074\u8846\u306b\u5bfe\u5fdc\u3059\u308b\u672c\u3067\u3059\u3002\u305d\u306e\u5305\u62ec\u7684\u306a\u30ab\u30d0\u30ec\u30c3\u30b8\u3068\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u306a\u30e9\u30a4\u30c6\u30a3\u30f3\u30b0\u30b9\u30bf\u30a4\u30eb\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u3068\u305d\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u8208\u5473\u306e\u3042\u308b\u4eba\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n
Ian Goodfellow\u3001Yoshua Bengio\u3001\u304a\u3088\u3073Aaron Courville\u306b\u3088\u308b\u300cDeep Learning\u300d\u3067\u306f\u3001\u8aad\u8005\u306f\u500b\u4eba\u7684\u304a\u3088\u3073\u8077\u696d\u7684\u751f\u6d3b\u306e\u4e21\u65b9\u306b\u9069\u7528\u3067\u304d\u308b\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3068\u6559\u8a13\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u5305\u62ec\u7684\u306a\u672c\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u306e\u4e16\u754c\u306b\u6df1\u304f\u6f5c\u308a\u8fbc\u307f\u3001\u5b66\u751f\u3001\u7814\u7a76\u8005\u3001\u5b9f\u8df5\u8005\u304c\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n
\u3053\u306e\u672c\u3067\u6982\u8aac\u3055\u308c\u3066\u3044\u308b\u539f\u5247\u3068\u30c6\u30af\u30cb\u30c3\u30af\u3092\u7814\u7a76\u3059\u308b\u3053\u3068\u3067\u3001\u8aad\u8005\u306f\u4ee5\u4e0b\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n
1.\u6df1\u3044\u5b66\u7fd2\u306e\u57fa\u672c\u3092\u7406\u89e3\u3059\u308b\uff1a\u3053\u306e\u672c\u306f\u3001\u6df1\u3044\u5b66\u7fd2\u306e\u80cc\u5f8c\u306b\u3042\u308b\u6982\u5ff5\u3068\u7406\u8ad6\u306b\u304a\u3051\u308b\u5f37\u56fa\u306a\u57fa\u76e4\u3092\u63d0\u4f9b\u3057\u3001\u8aad\u8005\u304c\u3053\u306e\u5f37\u529b\u306a\u6280\u8853\u3092\u63a8\u9032\u3059\u308b\u57fa\u672c\u539f\u5247\u3092\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n
2.\u5b9f\u7528\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b66\u3076\uff1a\u73fe\u5b9f\u4e16\u754c\u306e\u4f8b\u3068\u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3\u3092\u901a\u3058\u3066\u3001\u8aad\u8005\u306f\u3001\u753b\u50cf\u8a8d\u8b58\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u304b\u3089\u81ea\u5f8b\u8eca\u3084\u30d8\u30eb\u30b9\u30b1\u30a2\u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u754c\u3084\u30c9\u30e1\u30a4\u30f3\u306b\u6df1\u3044\u5b66\u7fd2\u3092\u9069\u7528\u3059\u308b\u65b9\u6cd5\u3092\u767a\u898b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n
3.\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u6d1e\u5bdf\u3092\u5f97\u308b\uff1a\u8457\u8005\u306f\u3001\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u6700\u9069\u5316\u6280\u8853\u306e\u8907\u96d1\u3055\u3092\u6398\u308a\u4e0b\u3052\u3001\u8aad\u8005\u304c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u8a2d\u8a08\u304a\u3088\u3073\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n
4.\u9ad8\u5ea6\u306a\u30c8\u30d4\u30c3\u30af\u3068\u6700\u5148\u7aef\u306e\u7814\u7a76\u3092\u63a2\u308b\uff1a\u3053\u306e\u672c\u306f\u3001\u751f\u6210\u30e2\u30c7\u30eb\u3001\u5f37\u5316\u5b66\u7fd2\u3001\u76e3\u8996\u3055\u308c\u3066\u3044\u306a\u3044\u5b66\u7fd2\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30c8\u30d4\u30c3\u30af\u3092\u30ab\u30d0\u30fc\u3057\u3001\u8aad\u8005\u306b\u73fe\u5834\u306e\u6700\u65b0\u306e\u7814\u7a76\u3068\u9032\u6b69\u3092\u57a3\u9593\u898b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n
5.\u6279\u5224\u7684\u306a\u8003\u3048\u65b9\u3068\u554f\u984c\u89e3\u6c7a\u30b9\u30ad\u30eb\u3092\u958b\u767a\u3059\u308b\uff1a\u6df1\u3044\u5b66\u7fd2\u306e\u8ab2\u984c\u3068\u5236\u9650\u3092\u7814\u7a76\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u8aad\u8005\u306f\u6279\u5224\u7684\u306a\u8003\u3048\u65b9\u3092\u958b\u767a\u3057\u3001\u554f\u984c\u89e3\u6c7a\u80fd\u529b\u3092\u9ad8\u3081\u3001\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u53d6\u308a\u7d44\u307f\u3001\u500b\u4eba\u7684\u304a\u3088\u3073\u5c02\u9580\u5bb6\u306e\u969c\u5bb3\u3092\u514b\u670d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u751f\u6d3b\u3002<\/p>\n\n\n
\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u304b\u3089\u306e\u3053\u308c\u3089\u306e\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3068\u6559\u8a13\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u8aad\u8005\u306f\u6df1\u3044\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u77e5\u8b58\u3068\u5c02\u9580\u77e5\u8b58\u3092\u62e1\u5927\u3057\u3001\u6210\u9577\u3068\u9769\u65b0\u306e\u65b0\u3057\u3044\u6a5f\u4f1a\u3092\u89e3\u304d\u653e\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3042\u306a\u305f\u304c\u5b66\u751f\u3001\u7814\u7a76\u8005\u3001\u307e\u305f\u306f\u958b\u696d\u533b\u3067\u3042\u308d\u3046\u3068\u3001\u3053\u306e\u672c\u306f\u3001\u4eba\u5de5\u77e5\u80fd\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u6025\u901f\u306b\u9032\u5316\u3059\u308b\u5206\u91ce\u3067\u3042\u306a\u305f\u304c\u512a\u308c\u3066\u3044\u308b\u529b\u3092\u4e0e\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3067\u3059\u3002<\/p>\n\n","protected":false},"excerpt":{"rendered":"
Ian Goodfellow\u3001Yoshua Bengio\u3001Aaron Courville\u306b\u3088\u308b\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u300d\u306e\u7d39\u4ecb Ian Goodfellow\u3001Yoshua Bengio\u3001\u304a\u3088\u3073Aaron Courville\u306b … \u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","ghostkit_customizer_options":"","ghostkit_custom_css":"","ghostkit_custom_js_head":"","ghostkit_custom_js_foot":"","ghostkit_typography":"","footnotes":""},"categories":[15],"tags":[],"views":78,"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"papa","author_link":"https:\/\/finest-bg.com\/ja\/author\/takira999\/"},"uagb_comment_info":0,"uagb_excerpt":"Ian Goodfellow\u3001Yoshua Bengio\u3001Aaron Courville\u306b\u3088\u308b\u300c\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb…","_links":{"self":[{"href":"https:\/\/finest-bg.com\/ja\/wp-json\/wp\/v2\/posts\/148"}],"collection":[{"href":"https:\/\/finest-bg.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/finest-bg.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/finest-bg.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/finest-bg.com\/ja\/wp-json\/wp\/v2\/comments?post=148"}],"version-history":[{"count":0,"href":"https:\/\/finest-bg.com\/ja\/wp-json\/wp\/v2\/posts\/148\/revisions"}],"wp:attachment":[{"href":"https:\/\/finest-bg.com\/ja\/wp-json\/wp\/v2\/media?parent=148"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/finest-bg.com\/ja\/wp-json\/wp\/v2\/categories?post=148"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/finest-bg.com\/ja\/wp-json\/wp\/v2\/tags?post=148"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}