{"id":479276,"date":"2023-08-09T10:32:55","date_gmt":"2023-08-09T10:32:55","guid":{"rendered":""},"modified":"2023-09-05T11:18:30","modified_gmt":"2023-09-05T11:18:30","slug":"tensorflow","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/tensorflow\/","title":{"rendered":"\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc"},"content":{"rendered":"<p>Tensorflow \u306f\u3001Google Brain \u30c1\u30fc\u30e0\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u3001\u5e83\u304f\u666e\u53ca\u3057\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2 (ML) \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002ML \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u5c55\u958b\u306b\u95a2\u3057\u3066\u306f\u3001\u7814\u7a76\u8005\u3001\u958b\u767a\u8005\u3001\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306b\u3068\u3063\u3066\u983c\u308a\u306b\u306a\u308b\u9078\u629e\u80a2\u306e 1 \u3064\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002Tensorflow \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u52b9\u7387\u7684\u306b\u69cb\u7bc9\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u4eba\u5de5\u77e5\u80fd\u306e\u9032\u6b69\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2>Tensorflow\u306e\u8d77\u6e90\u3068\u305d\u306e\u6700\u521d\u306e\u8a00\u53ca\u306e\u6b74\u53f2<\/h2>\n<p>Tensorflow \u306f\u5f53\u521d\u3001Google Brain \u30c1\u30fc\u30e0\u306b\u3088\u3063\u3066\u3001\u7279\u5b9a\u306e ML \u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u305f\u3081\u306e\u5185\u90e8\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f 2015 \u5e74\u306b\u958b\u59cb\u3055\u308c\u3001\u305d\u306e\u5e74\u306e\u5f8c\u534a\u306b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3057\u3066\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002Tensorflow \u304c\u521d\u3081\u3066\u516c\u306b\u8a00\u53ca\u3055\u308c\u305f\u306e\u306f\u30012015 \u5e74 11 \u6708 9 \u65e5\u3001Jeff Dean \u3068 Rajat Monga \u306b\u3088\u308b\u30d6\u30ed\u30b0\u6295\u7a3f\u3067\u3001Tensorflow \u304c\u4e16\u754c\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u3053\u3068\u304c\u767a\u8868\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<h2>Tensorflow\u306b\u95a2\u3059\u308b\u8a73\u7d30\u60c5\u5831<\/h2>\n<p>Tensorflow \u306f\u3001ML \u958b\u767a\u306e\u305f\u3081\u306e\u67d4\u8edf\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u8907\u96d1\u306a\u8a08\u7b97\u30b0\u30e9\u30d5\u3092\u5b9a\u7fa9\u3057\u3001CPU\u3001GPU\u3001TPU (Tensor Processing Units) \u306a\u3069\u306e\u7279\u6b8a\u306a\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u3092\u542b\u3080\u3055\u307e\u3056\u307e\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001ML \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u304a\u3088\u3073\u30c7\u30d7\u30ed\u30a4\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3059\u308b\u9ad8\u30ec\u30d9\u30eb\u306e Python API \u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001Tensorflow \u306e Eager \u5b9f\u884c\u30e2\u30fc\u30c9\u306b\u3088\u308a\u5373\u6642\u306e\u8a08\u7b97\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u304c\u3088\u308a\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u3067\u76f4\u611f\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2>Tensorflow\u306e\u5185\u90e8\u69cb\u9020\u3068\u305d\u306e\u4ed5\u7d44\u307f<\/h2>\n<p>Tensorflow \u306e\u4e2d\u6838\u3068\u306a\u308b\u306e\u306f\u3001\u30e2\u30c7\u30eb\u306b\u542b\u307e\u308c\u308b\u6570\u5b66\u7684\u6f14\u7b97\u3092\u8868\u3059\u8a08\u7b97\u30b0\u30e9\u30d5\u3067\u3059\u3002\u30b0\u30e9\u30d5\u306f\u3001\u30c6\u30f3\u30bd\u30eb (\u591a\u6b21\u5143\u914d\u5217) \u3092\u8868\u3059\u30ce\u30fc\u30c9\u3068\u3001\u6f14\u7b97\u3092\u8868\u3059\u30a8\u30c3\u30b8\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u69cb\u9020\u306b\u3088\u308a\u3001Tensorflow \u306f\u8a08\u7b97\u3092\u6700\u9069\u5316\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30d0\u30a4\u30b9\u306b\u5206\u6563\u3057\u3066\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u5927\u9650\u306b\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>Tensorflow \u306f 2 \u6bb5\u968e\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u63a1\u7528\u3057\u3066 ML \u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u307e\u305a\u3001\u30e6\u30fc\u30b6\u30fc\u306f Python API \u3092\u4f7f\u7528\u3057\u3066\u8a08\u7b97\u30b0\u30e9\u30d5\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u3067\u30b0\u30e9\u30d5\u3092\u5b9f\u884c\u3057\u3001\u30b0\u30e9\u30d5\u306b\u30c7\u30fc\u30bf\u3092\u30d5\u30a3\u30fc\u30c9\u3057\u3066\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u30e2\u30c7\u30eb \u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002<\/p>\n<h2>Tensorflow\u306e\u4e3b\u8981\u6a5f\u80fd\u306e\u5206\u6790<\/h2>\n<p>Tensorflow \u306f\u3001ML \u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u306e\u4eba\u6c17\u3068\u6709\u52b9\u6027\u306b\u8ca2\u732e\u3059\u308b\u5e45\u5e83\u3044\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u67d4\u8edf\u6027<\/strong>Tensorflow \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u753b\u50cf\u3084\u97f3\u58f0\u306e\u8a8d\u8b58\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306e\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>: \u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u8907\u6570\u306e GPU \u3068\u5206\u6563\u30b7\u30b9\u30c6\u30e0\u306b\u308f\u305f\u3063\u3066\u7c21\u5358\u306b\u62e1\u5f35\u3067\u304d\u308b\u305f\u3081\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u306e\u51e6\u7406\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c6\u30f3\u30bd\u30eb\u30dc\u30fc\u30c9<\/strong>Tensorflow \u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306e\u30e2\u30c7\u30eb\u306e\u76e3\u8996\u3068\u30c7\u30d0\u30c3\u30b0\u306b\u5f79\u7acb\u3064\u5f37\u529b\u306a\u8996\u899a\u5316\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3067\u3042\u308b TensorBoard \u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30e2\u30c7\u30eb\u30b5\u30fc\u30d3\u30f3\u30b0<\/strong>Tensorflow \u306f\u3001ML \u30e2\u30c7\u30eb\u3092\u672c\u756a\u74b0\u5883\u306b\u52b9\u7387\u7684\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8ee2\u79fb\u5b66\u7fd2<\/strong>: \u8ee2\u79fb\u5b66\u7fd2\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u958b\u767a\u8005\u306f\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u65b0\u3057\u3044\u30bf\u30b9\u30af\u306b\u518d\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u3068\u30ea\u30bd\u30fc\u30b9\u8981\u4ef6\u304c\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>Tensorflow\u306e\u7a2e\u985e<\/h2>\n<p>Tensorflow \u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u3055\u307e\u3056\u307e\u306a\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u30bf\u30a4\u30d7<\/th>\n<th>\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc<\/td>\n<td>Tensorflow \u306e\u30aa\u30ea\u30b8\u30ca\u30eb \u30d0\u30fc\u30b8\u30e7\u30f3\u3002\u300c\u30d0\u30cb\u30e9\u300dTensorflow \u3068\u3082\u547c\u3070\u308c\u307e\u3059\u3002\u3053\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001\u30ab\u30b9\u30bf\u30e0 \u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u57fa\u76e4\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc<\/td>\n<td>\u30d6\u30e9\u30a6\u30b6\u30d9\u30fc\u30b9\u306e ML \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u305f Tensorflow \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3002JavaScript \u3092\u4f7f\u7528\u3057\u3066\u30d6\u30e9\u30a6\u30b6\u5185\u3067\u76f4\u63a5\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc\u30e9\u30a4\u30c8<\/td>\n<td>Tensorflow Lite \u306f\u30e2\u30d0\u30a4\u30eb\u304a\u3088\u3073\u7d44\u307f\u8fbc\u307f\u30c7\u30d0\u30a4\u30b9\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u9650\u3089\u308c\u305f\u30ea\u30bd\u30fc\u30b9\u3067\u30c7\u30d0\u30a4\u30b9\u4e0a\u306e ML \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9ad8\u901f\u306a\u63a8\u8ad6\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<tr>\n<td>Tensorflow \u62e1\u5f35 (TFX)<\/td>\n<td>TFX \u306f\u3001\u672c\u756a\u74b0\u5883\u306e ML \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u306a ML \u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4 \u30d7\u30ed\u30bb\u30b9\u3092\u5408\u7406\u5316\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Tensorflow\u306e\u4f7f\u3044\u65b9\u3001\u4f7f\u7528\u4e0a\u306e\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56<\/h2>\n<h3>Tensorflow\u306e\u4f7f\u3044\u65b9<\/h3>\n<ol>\n<li>\n<p><strong>\u30e2\u30c7\u30eb\u958b\u767a<\/strong>Tensorflow \u306f\u3001\u5358\u7d14\u306a\u30d5\u30a3\u30fc\u30c9\u30d5\u30a9\u30ef\u30fc\u30c9 \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u8907\u96d1\u306a\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u81f3\u308b\u307e\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3<\/strong>\u753b\u50cf\u5206\u985e\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u691c\u51fa\u3001\u753b\u50cf\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u591a\u304f\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3 \u30bf\u30b9\u30af\u306f\u3001Tensorflow \u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406 (NLP)<\/strong>Tensorflow \u306f\u3001\u518d\u5e30\u578b\u30e2\u30c7\u30eb\u3068\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u30d9\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u611f\u60c5\u5206\u6790\u3001\u6a5f\u68b0\u7ffb\u8a33\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306a\u3069\u306e NLP \u30bf\u30b9\u30af\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5f37\u5316\u5b66\u7fd2<\/strong>\u7814\u7a76\u8005\u3084\u958b\u767a\u8005\u306f Tensorflow \u3092\u4f7f\u7528\u3057\u3066\u3001\u74b0\u5883\u3068\u5bfe\u8a71\u3059\u308b\u3053\u3068\u3067\u5b66\u7fd2\u3059\u308b\u5f37\u5316\u5b66\u7fd2\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h3>Tensorflow\u306e\u4f7f\u7528\u306b\u95a2\u9023\u3059\u308b\u554f\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56<\/h3>\n<ol>\n<li>\n<p><strong>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u4e92\u63db\u6027<\/strong>: \u7570\u306a\u308b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u69cb\u6210\u3067 Tensorflow \u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u4e92\u63db\u6027\u306e\u554f\u984c\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u9069\u5207\u306a\u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u78ba\u8a8d\u3057\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u56fa\u6709\u306e\u6700\u9069\u5316\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u3053\u308c\u3089\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u904e\u5b66\u7fd2<\/strong>: Tensorflow \u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u3067\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u826f\u304f\u3066\u3082\u3001\u672a\u77e5\u306e\u30c7\u30fc\u30bf\u3067\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u4e0b\u3059\u308b\u3068\u3044\u3046\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u306e\u5f71\u97ff\u3092\u53d7\u3051\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6b63\u898f\u5316\u624b\u6cd5\u3068\u65e9\u671f\u505c\u6b62\u306f\u3001\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u306e\u9632\u6b62\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30ea\u30bd\u30fc\u30b9\u306e\u5236\u7d04<\/strong>: \u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u306b\u306f\u3001\u304b\u306a\u308a\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u30d7\u30eb\u30fc\u30cb\u30f3\u30b0\u3084\u91cf\u5b50\u5316\u306a\u3069\u306e\u624b\u6cd5\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3068\u30ea\u30bd\u30fc\u30b9\u8981\u4ef6\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574<\/strong>: \u9069\u5207\u306a\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002Keras Tuner \u3084 TensorBoard \u306a\u3069\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u691c\u7d22\u3092\u81ea\u52d5\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u4e3b\u306a\u7279\u5fb4\u3068\u985e\u4f3c\u7528\u8a9e\u3068\u306e\u6bd4\u8f03<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u7279\u6027<\/th>\n<th>\u30c6\u30f3\u30bd\u30eb\u30d5\u30ed\u30fc<\/th>\n<th>\u30d1\u30a4\u30c8\u30fc\u30c1<\/th>\n<th>\u30b1\u30e9\u30b9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9<\/td>\n<td>TensorFlow\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u30b5\u30dd\u30fc\u30c8<\/td>\n<td>PyTorch\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u30b5\u30dd\u30fc\u30c8<\/td>\n<td>TensorFlow\u3068Theano\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u30b5\u30dd\u30fc\u30c8<\/td>\n<\/tr>\n<tr>\n<td>\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u5927\u304d\u3055<\/td>\n<td>\u30c4\u30fc\u30eb\u3068\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u5e83\u7bc4\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0<\/td>\n<td>\u6210\u9577\u3059\u308b\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0<\/td>\n<td>TensorFlow \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u4e00\u90e8<\/td>\n<\/tr>\n<tr>\n<td>\u5b66\u7fd2\u66f2\u7dda<\/td>\n<td>\u6025\u5cfb\u306a\u5b66\u7fd2\u66f2\u7dda<\/td>\n<td>\u6bd4\u8f03\u7684\u5b66\u7fd2\u3057\u3084\u3059\u3044<\/td>\n<td>\u6bd4\u8f03\u7684\u5b66\u7fd2\u3057\u3084\u3059\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u4eba\u6c17<\/td>\n<td>\u975e\u5e38\u306b\u4eba\u6c17\u304c\u3042\u308a\u3001\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b<\/td>\n<td>\u4eba\u6c17\u6025\u4e0a\u6607\u4e2d<\/td>\n<td>\u30e9\u30d4\u30c3\u30c9\u30d7\u30ed\u30c8\u30bf\u30a4\u30d4\u30f3\u30b0\u306b\u4eba\u6c17<\/td>\n<\/tr>\n<tr>\n<td>\u5b9f\u7a3c\u50cd\u5c55\u958b\u30b5\u30dd\u30fc\u30c8<\/td>\n<td>\u5b9f\u7a3c\u50cd\u74b0\u5883\u3078\u306e\u5c0e\u5165\u3092\u5f37\u529b\u306b\u30b5\u30dd\u30fc\u30c8<\/td>\n<td>\u5c55\u958b\u80fd\u529b\u306e\u5411\u4e0a<\/td>\n<td>TensorFlow\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u7d71\u5408\u53ef\u80fd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Tensorflow\u306b\u95a2\u9023\u3059\u308b\u5c06\u6765\u306e\u5c55\u671b\u3068\u6280\u8853<\/h2>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u304c\u9032\u5316\u3057\u7d9a\u3051\u308b\u4e2d\u3001Tensorflow \u306f\u7d99\u7d9a\u7684\u306a\u958b\u767a\u3001\u5f37\u529b\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3 \u30b5\u30dd\u30fc\u30c8\u3001\u65b0\u3057\u3044\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3084\u30e6\u30fc\u30b9 \u30b1\u30fc\u30b9\u3078\u306e\u9069\u5fdc\u6027\u306b\u3088\u308a\u3001\u4eca\u5f8c\u3082\u6700\u524d\u7dda\u306b\u7559\u307e\u308b\u3068\u601d\u308f\u308c\u307e\u3059\u3002Tensorflow \u306b\u95a2\u9023\u3059\u308b\u5c06\u6765\u306e\u6f5c\u5728\u7684\u306a\u9032\u6b69\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u306b\u306f\u3001\u6b21\u306e\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u52b9\u7387\u7684\u306a\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong>\u3088\u308a\u9ad8\u901f\u3067\u6b63\u78ba\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u63a8\u8ad6\u3092\u53ef\u80fd\u306b\u3059\u308b\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u30e2\u30c7\u30eb \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u958b\u767a\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u81ea\u52d5\u6a5f\u68b0\u5b66\u7fd2 (AutoML)<\/strong>: AutoML \u6280\u8853\u3092 Tensorflow \u306b\u7d71\u5408\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30e2\u30c7\u30eb\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u4e00\u90e8\u3092\u81ea\u52d5\u5316\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0<\/strong>: \u30d5\u30a7\u30c7\u30ec\u30fc\u30c6\u30c3\u30c9 \u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30b5\u30dd\u30fc\u30c8\u304c\u5f37\u5316\u3055\u308c\u3001\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u5206\u6563\u30c7\u30d0\u30a4\u30b9\u9593\u3067 ML \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u91cf\u5b50\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u7d71\u5408<\/strong>: \u91cf\u5b50\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u91cf\u5b50\u9818\u57df\u3067\u306e ML \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u63a2\u7d22\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<h2>\u30d7\u30ed\u30ad\u30b7\u30b5\u30fc\u30d0\u30fc\u3092Tensorflow\u3067\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3084Tensorflow\u3068\u95a2\u9023\u4ed8\u3051\u308b\u65b9\u6cd5<\/h2>\n<p>\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30b7\u30ca\u30ea\u30aa\u3067 Tensorflow \u306e\u4f7f\u7528\u3092\u5bb9\u6613\u306b\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u53ce\u96c6<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u533f\u540d\u5316\u3057\u3066\u96c6\u7d04\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001ML \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7528\u306e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u3068\u304d\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8cc7\u6e90\u7ba1\u7406<\/strong>: \u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3067\u306f\u3001\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u8907\u6570\u306e\u30ce\u30fc\u30c9\u9593\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u7ba1\u7406\u304a\u3088\u3073\u6700\u9069\u5316\u3057\u3001\u901a\u4fe1\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u524a\u6e1b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5730\u7406\u4f4d\u7f6e\u60c5\u5831\u3068\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u30a8\u30f3\u30c9 \u30e6\u30fc\u30b6\u30fc\u306e\u5730\u7406\u7684\u306a\u4f4d\u7f6e\u306b\u57fa\u3065\u3044\u3066 Tensorflow \u30e2\u30c7\u30eb\u3092\u52b9\u7387\u7684\u306b\u63d0\u4f9b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong>: \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068 Tensorflow 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It enables users to build and train neural networks for various tasks, making it a go-to choice for AI development.<\/p>"},{"question":"When and how was Tensorflow first introduced?","answer":"<p>Tensorflow was first introduced by Google Brain as an internal project. It was released to the public as an open-source framework in 2015, with the first mention made through a blog post by Jeff Dean and Rajat Monga.<\/p>"},{"question":"How does Tensorflow work?","answer":"<p>At the core of Tensorflow is its computational graph, which represents the mathematical operations involved in the ML model. Users define the graph using the Python API and execute it in a session to train and update model parameters.<\/p>"},{"question":"What are the key features of Tensorflow?","answer":"<p>Tensorflow boasts features like flexibility, scalability, TensorBoard for visualization, and support for transfer learning. Its high-level Python API simplifies the model development process.<\/p>"},{"question":"What types of Tensorflow versions are available?","answer":"<p>Tensorflow exists in various versions, including the original Tensorflow, Tensorflow.js for browser-based applications, Tensorflow Lite for mobile and embedded devices, and Tensorflow Extended (TFX) for production ML pipelines.<\/p>"},{"question":"How can I use Tensorflow?","answer":"<p>Tensorflow has a wide range of applications, from model development and computer vision tasks to natural language processing and reinforcement learning.<\/p>"},{"question":"What are the common problems related to Tensorflow use?","answer":"<p>Users may encounter hardware compatibility issues, overfitting, resource constraints, and challenges with hyperparameter tuning. Solutions include driver installations, regularization techniques, model pruning, and automated hyperparameter search.<\/p>"},{"question":"How does Tensorflow compare to other frameworks like PyTorch and Keras?","answer":"<p>Tensorflow and PyTorch both have strong support for production deployment, but Tensorflow has a larger ecosystem. Keras, on the other hand, is part of the Tensorflow ecosystem and is popular for rapid prototyping.<\/p>"},{"question":"What does the future hold for Tensorflow?","answer":"<p>The future of Tensorflow looks promising, with advancements in efficient model architectures, AutoML integration, federated learning support, and exploration of ML applications in quantum computing.<\/p>"},{"question":"How can proxy servers be used with Tensorflow?","answer":"<p>Proxy servers can facilitate data collection, resource management in distributed setups, geolocation, content delivery, and data security in Tensorflow applications. They play a crucial role in enhancing the overall Tensorflow experience.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/479276","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/479276\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media\/470663"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media?parent=479276"}],"curies":[{"name":"\u3046\u30fc\u3093","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}