\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u306f\u4f55\u304b\uff1f
\n\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08Neural Network\uff09\u306f\u3001\u4eba\u9593\u306e\u8133\u306e\u50cd\u304d\u3092\u30e2\u30c7\u30eb\u5316\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u4e00\u7a2e\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306f\u591a\u5c64\u306e\u5358\u7d14\u306a\u30e6\u30cb\u30c3\u30c8\uff08\u30cb\u30e5\u30fc\u30ed\u30f3\uff09\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u3001\u305d\u308c\u305e\u308c\u304c\u4e92\u3044\u306b\u91cd\u307f\u4ed8\u3051\u3055\u308c\u305f\u63a5\u7d9a\u3092\u901a\u3058\u3066\u4fe1\u53f7\u3092\u3084\u308a\u53d6\u308a\u3057\u307e\u3059\u3002<\/p>\n
\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3068\u81ea\u52d5\u5316\u3092\u53ef\u80fd\u306b\u3057\u3001\u4f8b\u3048\u3070\u753b\u50cf\u8a8d\u8b58\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u30b2\u30fc\u30e0\u30d7\u30ec\u30a4\u306a\u3069\u306e\u8907\u96d1\u306a\u554f\u984c\u306e\u89e3\u6c7a\u306b\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u901a\u5e38\u3001\u4ee5\u4e0b\u306e\u8981\u7d20\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3000<\/p>\n
\u5165\u529b\u5c64\uff08Input Layer\uff09 \u30c7\u30fc\u30bf\u304c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5165\u529b\u3055\u308c\u308b\u5c64\u3002<\/p>\n
\u5165\u529b\u5c64\u306e\u5404\u30cb\u30e5\u30fc\u30ed\u30f3\u306f\u30c7\u30fc\u30bf\u306e\u4e00\u3064\u306e\u7279\u5fb4\u3092\u62c5\u5f53\u3057\u307e\u3059\u3002<\/p>\n
\u96a0\u308c\u5c64\uff08Hidden Layers\uff09 \u5165\u529b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u4e2d\u9593\u7684\u306a\u8868\u73fe\u3092\u4f5c\u6210\u3059\u308b\u5c64\u3002<\/p>\n
\u96a0\u308c\u5c64\u306f\u4e00\u3064\u4ee5\u4e0a\u5b58\u5728\u3057\u3001\u5404\u5c64\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306f\u524d\u5c64\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u3068\u63a5\u7d9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u51fa\u529b\u5c64\uff08Output Layer\uff09 \u51e6\u7406\u3055\u308c\u305f\u60c5\u5831\u304c\u6700\u7d42\u7684\u306a\u51fa\u529b\u3068\u3057\u3066\u53d6\u308a\u51fa\u3055\u308c\u308b\u5c64\u3002<\/p>\n
\u51fa\u529b\u5c64\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306f\u6c7a\u5b9a\u3055\u308c\u305f\u30bf\u30b9\u30af\uff08\u4f8b\u3000\u5206\u985e\u30bf\u30b9\u30af\u306a\u3089\u3070\u5404\u30ab\u30c6\u30b4\u30ea\uff09\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n
\u91cd\u307f\uff08Weights\uff09 \u30cb\u30e5\u30fc\u30ed\u30f3\u9593\u306e\u63a5\u7d9a\u306e\u5f37\u3055\u3092\u8868\u3059\u6570\u5024\u3002<\/p>\n
\u5b66\u7fd2\u30d7\u30ed\u30bb\u30b9\u3067\u8abf\u6574\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u6d3b\u6027\u5316\u95a2\u6570\uff08Activation Function\uff09 \u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u51fa\u529b\u3092\u6c7a\u5b9a\u3059\u308b\u95a2\u6570\u3067\u3001\u975e\u7dda\u5f62\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n
\u3088\u304f\u4f7f\u308f\u308c\u308b\u6d3b\u6027\u5316\u95a2\u6570\u306b\u306f\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3001ReLU\uff08Rectified Linear Unit\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u8aa4\u5dee\u9006\u4f1d\u64ad\u6cd5\uff08Backpropagation\uff09 \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u51fa\u529b\u8aa4\u5dee\u3092\u8a08\u7b97\u3057\u3001\u91cd\u307f\u3092\u66f4\u65b0\u3059\u308b\u305f\u3081\u306e\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3002<\/p>\n
\u6839\u62e0\u3068\u7406\u8ad6\u80cc\u666f<\/p>\n
\u751f\u7269\u5b66\u7684\u30a4\u30f3\u30b9\u30d4\u30ec\u30fc\u30b7\u30e7\u30f3 \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u4eba\u9593\u306e\u5927\u8133\u76ae\u8cea\u306b\u5b58\u5728\u3059\u308b\u30cb\u30e5\u30fc\u30ed\u30f3\u3068\u305d\u306e\u50cd\u304d\u3092\u6a21\u5023\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n
1943\u5e74\u306b\u30a6\u30a9\u30fc\u30ec\u30f3\u30fb\u30de\u30ab\u30ed\u30c3\u30af\u3068\u30a6\u30a9\u30eb\u30bf\u30fc\u30fb\u30d4\u30c3\u30c4\u306f\u3001\u795e\u7d4c\u7d30\u80de\u306e\u50cd\u304d\u3092\u30e2\u30c7\u30eb\u5316\u3057\u305f\u521d\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u3092\u767a\u8868\u3057\u307e\u3057\u305f\u3002<\/p>\n
\u3053\u306e\u30e2\u30c7\u30eb\u306f\u5f8c\u306e\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u57fa\u790e\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u5b66\u7fd2\u7406\u8ad6 \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u8a13\u7df4\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u975e\u7dda\u5f62\u304b\u3064\u8907\u96d1\u306a\u95a2\u4fc2\u3092\u6301\u3064\u30c7\u30fc\u30bf\u3067\u3082\u9ad8\u3044\u7cbe\u5ea6\u3067\u51e6\u7406\u3067\u304d\u308b\u80fd\u529b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306f\u7d50\u3073\u3064\u3051\u3089\u308c\u305f\u30e6\u30cb\u30c3\u30c8\u3068\u91cd\u307f\u306e\u8abf\u6574\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6c4e\u7528\u6027\u3068\u5fdc\u7528\u4f8b \u73fe\u4ee3\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u7279\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u591a\u5c64\u306e\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u306f\u3001\u97f3\u58f0\u8a8d\u8b58\u3084\u6a5f\u68b0\u7ffb\u8a33\u3001\u30b2\u30fc\u30e0AI\u3001\u533b\u7642\u753b\u50cf\u8a3a\u65ad\u306a\u3069\u3067\u5b9f\u969b\u306b\u512a\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306f\u5177\u4f53\u7684\u306a\u6210\u529f\u4e8b\u4f8b\u306e\u4e00\u3064\u3068\u3057\u3066\u3001Google\u306eAlphaGo\u306b\u3088\u308b\u56f2\u7881\u30d7\u30ec\u30a4\u306e\u52dd\u5229\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u8a08\u7b97\u80fd\u529b\u306e\u5411\u4e0a \u9ad8\u6027\u80fd\u306aGPU\u306e\u767a\u5c55\u306b\u3088\u308a\u3001\u81a8\u5927\u306a\u8a08\u7b97\u304c\u5fc5\u8981\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3082\u73fe\u5b9f\u7684\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u6df1\u3044\u5c64\u3092\u6301\u3064\u8907\u96d1\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u6027\u80fd\u304c\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u8981\u7d04\u3059\u308b\u3068\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u4eba\u9593\u306e\u8133\u306e\u4ed5\u7d44\u307f\u306b\u89e6\u767a\u3055\u308c\u3066\u4f5c\u3089\u308c\u305f\u8a08\u7b97\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3001\u305d\u306e\u7406\u8ad6\u7684\u80cc\u666f\u3068\u9032\u5316\u306e\u904e\u7a0b\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3068\u30c7\u30fc\u30bf\u79d1\u5b66\u306e\u767a\u5c55\u306b\u6df1\u304f\u4f9d\u5b58\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n
\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u306e\u304b\uff1f
\n\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u4eba\u9593\u306e\u8133\u3092\u6a21\u5023\u3057\u3066\u60c5\u5831\u3092\u51e6\u7406\u3059\u308b\u8a08\u7b97\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306f\u8907\u6570\u306e\u4eba\u5de5\u30cb\u30e5\u30fc\u30ed\u30f3\uff08\u30ce\u30fc\u30c9\u3068\u3082\u547c\u3070\u308c\u308b\uff09\u304c\u5c64\u3067\u69cb\u6210\u3055\u308c\u3001\u305d\u308c\u3089\u304c\u4e92\u3044\u306b\u63a5\u7d9a\u3055\u308c\u3066\u5f62\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u305d\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
1. \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u9020<\/p>\n
\u5165\u529b\u5c64\uff08Input Layer\uff09 \u30c7\u30fc\u30bf\u304c\u6700\u521d\u306b\u5165\u529b\u3055\u308c\u308b\u5c64\u3067\u3059\u3002<\/p>\n
\u5404\u30ce\u30fc\u30c9\u306f\u7279\u5fb4\u91cf\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n
\u96a0\u308c\u5c64\uff08Hidden Layers\uff09 \u5165\u529b\u3068\u51fa\u529b\u306e\u9593\u306b\u5b58\u5728\u3059\u308b\u5c64\u3067\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u79d8\u5bc6\u306e\u30bd\u30fc\u30b9\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n
\u975e\u7dda\u5f62\u5909\u63db\u3092\u884c\u3044\u3001\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3084\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u96a0\u308c\u5c64\u306f1\u5c64\u3060\u3051\u306e\u5834\u5408\u3082\u3001\u9ad8\u5ea6\u306a\u30e2\u30c7\u30eb\u3067\u306f\u4f55\u767e\u5c64\u306b\u3082\u53ca\u3076\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u51fa\u529b\u5c64\uff08Output Layer\uff09 \u6700\u7d42\u7684\u306a\u7d50\u679c\u304c\u51fa\u529b\u3055\u308c\u308b\u5c64\u3067\u3059\u3002<\/p>\n
\u3053\u306e\u5c64\u306e\u30ce\u30fc\u30c9\u6570\u306f\u89e3\u6c7a\u3057\u3088\u3046\u3068\u3059\u308b\u554f\u984c\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n
2. \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u50cd\u304d<\/p>\n
\u6d3b\u6027\u5316\u95a2\u6570 \u5404\u30cb\u30e5\u30fc\u30ed\u30f3\u306b\u306f\u6d3b\u6027\u5316\u95a2\u6570\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u304c\u8a2d\u5b9a\u3055\u308c\u3001\u3053\u308c\u306f\u5165\u529b\u4fe1\u53f7\u306e\u91cd\u307f\u4ed8\u304d\u5408\u8a08\u3092\u53d7\u3051\u53d6\u308a\u3001\u6b21\u306e\u5c64\u306b\u3069\u306e\u3088\u3046\u306b\u4f1d\u3048\u308b\u304b\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u4e00\u822c\u7684\u306a\u6d3b\u6027\u5316\u95a2\u6570\u306b\u306f\u3001\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3001ReLU\uff08Rectified Linear Unit\uff09\u3001\u53cc\u66f2\u7dda\u6b63\u63a5\uff08tanh\uff09\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u95a2\u6570\u306b\u3088\u3063\u3066\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u975e\u7dda\u5f62\u6027\u3092\u7372\u5f97\u3057\u3001\u8907\u96d1\u306a\u554f\u984c\u3092\u89e3\u304f\u80fd\u529b\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n
\u91cd\u307f\u3068\u30d0\u30a4\u30a2\u30b9 \u30cb\u30e5\u30fc\u30ed\u30f3\u9593\u306e\u63a5\u7d9a\u306b\u306f\u91cd\u307f\u304c\u8a2d\u5b9a\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u91cd\u307f\u306f\u4fe1\u53f7\u306e\u5f37\u3055\u3092\u8abf\u6574\u3057\u3001\u30d0\u30a4\u30a2\u30b9\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b66\u7fd2\u3092\u8abf\u6574\u3059\u308b\u305f\u3081\u306e\u8ffd\u52a0\u5024\u3067\u3059\u3002<\/p>\n
\u5b66\u7fd2\u3068\u306f\u3001\u3053\u308c\u3089\u306e\u91cd\u307f\u3068\u30d0\u30a4\u30a2\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u306b\u4ed6\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n
3. \u5b66\u7fd2\u904e\u7a0b<\/p>\n
\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3092\u300c\u8a13\u7df4\u300d\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n
\u524d\u5411\u304d\u4f1d\u64ad\uff08Forward Propagation\uff09 \u5165\u529b\u30c7\u30fc\u30bf\u304c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u901a\u904e\u3057\u3001\u5404\u5c64\u3067\u8a08\u7b97\u3055\u308c\u3066\u51fa\u529b\u304c\u5f97\u3089\u308c\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n
\u640d\u5931\u95a2\u6570\uff08Loss Function\uff09 \u51fa\u529b\u3068\u5b9f\u969b\u306e\u76ee\u6a19\u5024\u3068\u306e\u5dee\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
\u9006\u4f1d\u64ad\uff08Backpropagation\uff09 \u640d\u5931\u95a2\u6570\u306e\u52fe\u914d\u3092\u8a08\u7b97\u3057\u3001\u504f\u5fae\u5206\u3092\u7528\u3044\u3066\u91cd\u307f\u3068\u30d0\u30a4\u30a2\u30b9\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u904e\u7a0b\u3067\u52fe\u914d\u964d\u4e0b\u6cd5\u3084\u305d\u306e\u5909\u7a2e\uff08Adam\u306a\u3069\uff09\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
4. \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6839\u62e0<\/p>\n
\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u57fa\u672c\u7684\u306b\u8133\u306e\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u52d5\u4f5c\u539f\u7406\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30c7\u30b8\u30bf\u30eb\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u3053\u306e\u30a2\u30a4\u30c7\u30a2\u3092\u5b9f\u73fe\u3059\u308b\u7814\u7a76\u306f20\u4e16\u7d00\u534a\u3070\u304b\u3089\u59cb\u307e\u308a\u307e\u3057\u305f\u3002<\/p>\n
1950\u5e74\u4ee3\u306b\u306f\u3001\u73c2\u30de\u30af\u30ed\u30fc\uff06\u30d4\u30c3\u30c4\uff08McCulloch and Pitts\uff09\u304c\u5f62\u5f0f\u30cb\u30e5\u30fc\u30ed\u30f3\u306e\u6982\u5ff5\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002<\/p>\n
\u305d\u306e\u5f8c\u3001\u30d0\u30c3\u30af\u30d7\u30ed\u30d1\u30b2\u30fc\u30b7\u30e7\u30f3\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c1986\u5e74\u306bRumelhart, Hinton, and Williams\u306b\u3088\u3063\u3066\u5c0e\u5165\u3055\u308c\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8a13\u7df4\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
\u591a\u5c64\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6d41\u884c\u306f\u3001\u7279\u306b2006\u5e74\u4ee5\u964d\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5c55\u958b\u306b\u3088\u3063\u3066\u52a0\u901f\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n
\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u8a08\u7b97\u80fd\u529b\u306e\u5411\u4e0a\u3001\u305d\u3057\u3066\u6539\u5584\u3055\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u304a\u304b\u3052\u3067\u3001\u3053\u308c\u3089\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u753b\u50cf\u8a8d\u8b58\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u81ea\u52d5\u7ffb\u8a33\u306a\u3069\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u7a81\u51fa\u3057\u305f\u6210\u679c\u3092\u3042\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7d50\u8ad6<\/p>\n
\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u8133\u306e\u50cd\u304d\u306e\u57fa\u672c\u3092\u30e2\u30c7\u30eb\u5316\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e00\u74b0\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u308b\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n
\u305d\u306e\u6838\u5fc3\u306f\u6d3b\u6027\u5316\u95a2\u6570\u3001\u91cd\u307f\u3001\u30d0\u30a4\u30a2\u30b9\u3001\u305d\u3057\u3066\u3053\u308c\u3089\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5b66\u7fd2\u306b\u3088\u3063\u3066\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u79d1\u5b66\u7684\u6839\u62e0\u3068\u3057\u3066\u3001\u795e\u7d4c\u79d1\u5b66\u306e\u767a\u5c55\u3068\u8a08\u7b97\u7406\u8ad6\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u8fd1\u5e74\u306e\u6210\u529f\u306f\u3001\u307e\u3055\u306b\u6280\u8853\u306e\u9032\u5316\u3068\u6a5f\u68b0\u5b66\u7fd2\u7406\u8ad6\u306e\u6210\u719f\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n
\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6d3b\u7528\u5206\u91ce\u306f\u3069\u3053\u306b\u3042\u308b\u306e\u304b\uff1f
\n\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u73fe\u4ee3\u306e\u3055\u307e\u3056\u307e\u306a\u6280\u8853\u5206\u91ce\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4e3b\u306a\u6d3b\u7528\u5206\u91ce\u3068\u305d\u308c\u305e\u308c\u306e\u6839\u62e0\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
\u753b\u50cf\u8a8d\u8b58\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3<\/p>\n
\u6d3b\u7528\u4f8b \u81ea\u52d5\u904b\u8ee2\u8eca\u3001\u76e3\u8996\u30b7\u30b9\u30c6\u30e0\u3001\u533b\u7642\u8a3a\u65ad\uff08\u4f8b\u3048\u3070\u3001\u816b\u760d\u306e\u753b\u50cf\u89e3\u6790\uff09\u3002<\/p>\n
\u6839\u62e0 \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u7279\u306b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08CNN\uff09\u306f\u3001\u753b\u50cf\u30c7\u30fc\u30bf\u306e\u7a7a\u9593\u7684\u306a\u95a2\u4fc2\u3092\u6349\u3048\u308b\u80fd\u529b\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u753b\u50cf\u304b\u3089\u7279\u5fb4\u3092\u62bd\u51fa\u3057\u3001\u7279\u5b9a\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3084\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09<\/p>\n
\u6d3b\u7528\u4f8b \u97f3\u58f0\u8a8d\u8b58\u3001\u7ffb\u8a33\u3001\u611f\u60c5\u5206\u6790\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3002<\/p>\n
\u6839\u62e0 \u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09\u3084\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30e2\u30c7\u30eb\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084\u97f3\u58f0\u30c7\u30fc\u30bf\u306e\u6642\u9593\u7684\u30fb\u6587\u8108\u7684\u60c5\u5831\u3092\u6271\u3046\u306e\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
BERT\u3084GPT\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u3092\u5229\u7528\u3057\u3066\u6587\u8108\u3092\u7406\u89e3\u3057\u3001\u9069\u5207\u306a\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u80fd\u529b\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30b2\u30fc\u30e0AI<\/p>\n
\u6d3b\u7528\u4f8b \u56f2\u7881\u3084\u30c1\u30a7\u30b9\u306eAI\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b2\u30fc\u30e0\u5185\u306eNPC\uff08\u30ce\u30f3\u30d7\u30ec\u30a4\u30e4\u30fc\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\uff09\u306e\u884c\u52d5\u6c7a\u5b9a\u3002<\/p>\n
\u6839\u62e0 \u5f37\u5316\u5b66\u7fd2\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u63a2\u7d22\u3068\u6700\u9069\u5316\u306e\u554f\u984c\u3092\u89e3\u304d\u3001\u6700\u9069\u306a\u884c\u52d5\u6226\u7565\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
AlphaGo\u306e\u3088\u3046\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3053\u306e\u6280\u8853\u306e\u6210\u529f\u4f8b\u3067\u3059\u3002<\/p>\n
\u4e88\u6e2c\u5206\u6790\u3068\u30c7\u30fc\u30bf\u5206\u6790<\/p>\n
\u6d3b\u7528\u4f8b \u7d4c\u6e08\u4e88\u6e2c\u3001\u9700\u8981\u4e88\u6e2c\u3001\u682a\u4fa1\u4e88\u6e2c\u3002<\/p>\n
\u6839\u62e0 \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30d1\u30bf\u30fc\u30f3\u3092\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u305d\u306e\u305f\u3081\u3001\u5c06\u6765\u306e\u30c8\u30ec\u30f3\u30c9\u3092\u4e88\u6e2c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u533b\u7642\u30fb\u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9<\/p>\n
\u6d3b\u7528\u4f8b \u30b2\u30ce\u30e0\u89e3\u6790\u3001\u85ac\u7269\u767a\u898b\u3001\u60a3\u8005\u306e\u5065\u5eb7\u76e3\u8996\u3002<\/p>\n
\u6839\u62e0 \u65b0\u305f\u306a\u533b\u85ac\u54c1\u306e\u767a\u898b\u3084\u30b2\u30ce\u30e0\u306e\u7570\u5e38\u3092\u691c\u51fa\u3059\u308b\u306e\u306b\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u80fd\u529b\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n
\u591a\u5c64\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\uff08MLP\uff09\u306a\u3069\u306f\u3053\u308c\u306b\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u5f62\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u30ed\u30dc\u30c6\u30a3\u30af\u30b9<\/p>\n
\u6d3b\u7528\u4f8b \u81ea\u5f8b\u30ed\u30dc\u30c3\u30c8\u3001\u5de5\u5834\u3067\u306e\u81ea\u52d5\u5316\u3001\u30c9\u30ed\u30fc\u30f3\u306e\u5236\u5fa1\u3002<\/p>\n
\u6839\u62e0 \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u30ed\u30dc\u30c3\u30c8\u306e\u52d5\u304d\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8abf\u6574\u3057\u3001\u8907\u96d1\u306a\u74b0\u5883\u4e0b\u3067\u306e\u81ea\u5f8b\u7684\u306a\u4f5c\u696d\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u30ed\u30dc\u30c3\u30c8\u306e\u8996\u899a\u51e6\u7406\u3084\u5236\u5fa1\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u6d3b\u7528\u4f8b\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304c\u6301\u3064\u9ad8\u3044\u6c4e\u7528\u6027\u3068\u9069\u5fdc\u6027\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u6b21\u5143\u3092\u554f\u308f\u305a\u30c7\u30fc\u30bf\u306e\u672c\u8cea\u7684\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u95a2\u4fc2\u3092\u5b66\u7fd2\u3057\u3001\u591a\u69d8\u306a\u30bf\u30b9\u30af\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u3053\u306e\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u7523\u696d\u5206\u91ce\u3067\u6280\u8853\u9769\u65b0\u3092\u52a0\u901f\u3059\u308b\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3068\u3057\u3066\u306e\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b66\u7fd2\u65b9\u6cd5\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u7a2e\u985e\u304c\u3042\u308b\u306e\u304b\uff1f
\n\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5b66\u7fd2\u65b9\u6cd5\u306f\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u305d\u308c\u305e\u308c\u306e\u624b\u6cd5\u306f\u7570\u306a\u308b\u76ee\u7684\u3084\u30c7\u30fc\u30bf\u306e\u7279\u6027\u306b\u5fdc\u3058\u3066\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
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