\u3053\u308c\u3089\u306e\u51e6\u7406\u306f\u8aa4\u5dee\u95a2\u6570\u306e\u8a08\u7b97\u3084\u3001\u6700\u9069\u5316\u7406\u8ad6\u306b\u57fa\u3065\u3044\u305f\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u5b9f\u88c5\u306a\u3069\u3001\u305d\u306e\u5206\u91ce\u306e\u5c02\u9580\u5bb6\u3067\u306a\u3051\u308c\u3070\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u958b\u767a\u304c\u56f0\u96e3\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3002\u4eee\u306b\u5b9f\u7528\u7684\u304b\u3064\u69d8\u3005\u306a\u8ab2\u984c\u306b\u5bfe\u5fdc\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u30bc\u30ed\u304b\u3089\u958b\u767a\u3059\u308b\u3068\u3059\u308c\u3070\u3001\u591a\u304f\u306e\u6642\u9593\u3068\u7d4c\u9a13\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002<\/p>\n
\u901a\u5e38\u3001\u6df1\u5c64\u5b66\u7fd2\u306e\u52d5\u4f5c\u306b\u306f\u3001\u5927\u304d\u304f\u5206\u3051\u3066\uff12\u3064\u306e\u30d5\u30a7\u30fc\u30ba\u304c\u3042\u308a\u3001\u305d\u306e\u7b2c\u4e00\u30d5\u30a7\u30fc\u30ba\u306f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u5b66\u7fd2\u3067\u3042\u308a\u3001\u7b2c\u4e8c\u30d5\u30a7\u30fc\u30ba\u306f\u5b66\u7fd2\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u305f\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u305f\u63a8\u8ad6\uff08\u8a8d\u8b58\u3001\u8b58\u5225\u3082\u542b\u3080\uff09\u3067\u3042\u308b\u3002TensorFlow\u306f\u4e21\u65b9\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u5229\u7528\u53ef\u80fd\u3067\u3042\u308b\u304c\u3001\u30d6\u30e9\u30a6\u30b6\u3067\u52d5\u4f5c\u3059\u308bTensorFlow.js\u3084Raspberry Pi\u3084\u30b9\u30de\u30db\u3067\u52d5\u4f5c\u3059\u308bTensorFlow Lite\u306f\u65e2\u306b\u5b66\u7fd2\u304c\u5b8c\u4e86\u3057\u305f\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3057\u305f\u63a8\u8ad6\u306e\u307f\u3001\u3082\u3057\u304f\u306f\u8efd\u5fae\u306a\u8ffd\u52a0\u5b66\u7fd2\u3092\u542b\u3080\u63a8\u8ad6\u3067\u306e\u5229\u7528\u3092\u5ff5\u982d\u306b\u958b\u767a\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u9078\u629e\u3059\u308b\u969b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002<\/p>\n
TensorFlow\u3067\u53d6\u308a\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u51e6\u7406\u306f\u3001\u901a\u5e38\u306e\u6570\u5024\u8a08\u7b97\u3001\u30d9\u30af\u30c8\u30eb\u30fb\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u6f14\u7b97\u3001\u6a5f\u68b0\u5b66\u7fd2\u51e6\u7406\u306a\u3069\u69d8\u3005\u3067\u3042\u308b\u304c\u3001\u672c\u6765\u306e\u76ee\u7684\u306f\u6df1\u5c64\u5b66\u7fd2\u306e\u51e6\u7406\u306e\u7c21\u6613\u5316\u3067\u3042\u308b\u3002\u8fd1\u5e74\u3001\u6df1\u5c64\u5b66\u7fd2\u306f\u6025\u901f\u306b\u9032\u5c55\u3057\u3066\u3044\u308b\u304c\u3001\u305d\u308c\u3089\u306e\u57fa\u672c\u3068\u306a\u308b\u6280\u8853\u304cCNN\uff08Convolutional Neural Networks\uff09\u3068RNN(Recurrent Neural Networks)\u3067\u3042\u308b\u3002\u65e5\u3005\u3001\u69d8\u3005\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u958b\u767a\u3055\u308c\u3066\u3044\u308b\u304c\u3001\u305d\u308c\u3089\u306fCNN\u307e\u305f\u306fRNN\u3092\u5fdc\u7528\u3057\u3066\u5b9f\u73fe\u3055\u308c\u3066\u3044\u308b\u3068\u8a00\u3063\u3066\u3082\u904e\u8a00\u3067\u306f\u306a\u3044\u3002TensorFlow\u306fCNN,RNN\u3092\u7c21\u5358\u306b\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n
\u6a5f\u80fd\u9762\u3067\u306eCNN\u3068RNN\u306e\u5927\u304d\u306a\u9055\u3044\u306f\u3001\u6642\u9593\u306e\u6982\u5ff5\u306e\u6709\u7121\u3067\u3042\u308b\u3002CNN\u306f\u591a\u304f\u306e\u753b\u50cf\u89e3\u6790\u3067\u5229\u7528\u3055\u308c\u3066\u304a\u308a\u3001RNN\u306f\u81ea\u7136\u8a00\u8a9e\u89e3\u6790\u3084\u6a5f\u68b0\u7ffb\u8a33\u3001\u6587\u7ae0\u751f\u6210\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u8a00\u8a9e\u95a2\u4fc2\u306e\u51e6\u7406\u306f\u3001\u8a00\u8449\u306e\u524d\u5f8c\u95a2\u4fc2\u3001\u3064\u307e\u308a\u6642\u9593\u7684\u306a\u9806\u5e8f\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308a\u3001\u305d\u306e\u524d\u5f8c\u95a2\u4fc2\u3092\u8003\u616e\u3057\u305f\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n
<\/p>\n
\u25cb\u3000TensorFlow\u5c0e\u5165<\/p>\n
TensorFlow\u304c\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u308bOS\u74b0\u5883\u306f\u3001\u73fe\u6642\u70b9\uff082018\u5e746\u6708\uff09\u3067\u306f\u4ee5\u4e0b\u306eOS\uff0864-bit\uff09\u74b0\u5883\u3067\u3042\u308b\u3002<\/p>\n
\u30fbWindows7\u4ee5\u964d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3<\/p>\n
\u30fbmacOS10.12.6(Sierra)\u4ee5\u964d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3<\/p>\n
\u30fbUbuntu 16.04\u4ee5\u964d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3<\/p>\n
\u307e\u305f\u3001TensorFlow\u306f\u958b\u767a\u8a00\u8a9e\u3068\u3057\u3066\u4e3b\u306bPython\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u304c\u3001\u305d\u306e\u4ed6\u3001Java\u3001C\u8a00\u8a9e\u3001Go\u8a00\u8a9e\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3002<\/p>\n
TensorFlow\u306b\u306f\u901a\u5e38\u306ePC\/\u30ef\u30fc\u30af\u30b9\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30b5\u30fc\u30d0\u3067\u52d5\u4f5c\u3059\u308bCPU\u7248\u3068NVIDIA\u793e\u306eGPU(Graphical Processing Unit:\u753b\u50cf\u51e6\u7406\u30e6\u30cb\u30c3\u30c8)\u3092\u642d\u8f09\u3057\u305fPC\/\u30ef\u30fc\u30af\u30b9\u30c6\u30fc\u30b7\u30e7\u30f3\u3001\u30b5\u30fc\u30d0\u3067\u306e\u307f\u52d5\u4f5c\u3059\u308bGPU\u7248\uff08\u3055\u3089\u306bGoogle\u306eCloud TPU\u3067\u306e\u307f\u52d5\u4f5c\u3059\u308bTPU\u7248\u3082\u3042\u308b\u304c\u3001\u3053\u3053\u3067\u306f\u8aac\u660e\u3092\u5272\u611b\u3059\u308b\uff09\u304c\u3042\u308b\u3002\u5b66\u7fd2\u3059\u308b\u5185\u5bb9\u306b\u3082\u3088\u308b\u304cCPU\u306b\u6bd4\u8f03\u3057GPU\u306e\u65b9\u304c\u6570\u500d\u301c\u5341\u6570\u500d\u306e\u901f\u5ea6\u3067\u51e6\u7406\u3055\u308c\u308b\u3002\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u91cf\u3067\u306e\u5b66\u7fd2\u3092\u5b9f\u884c\u3059\u308b\u3001\u307e\u305f\u306f\u63a8\u8ad6\u3060\u3051\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u306fCPU\u7248\u3067\u3082\u5341\u5206\u3060\u304c\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3067\u3082\u5b66\u7fd2\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u306b\u306fGPU\u7248\u3092\u63a8\u5968\u3059\u308b\u3002\u4e00\u65b9\u3001GPU\u7248\u3092\u52d5\u4f5c\u3055\u305b\u308b\u305f\u3081\u306b\u306fNVIDIA\u793e\u306eGPU\u3092\u52d5\u4f5c\u3055\u305b\u308b\u305f\u3081\u306eCUDA\uff08Compute Unite Device Architecture\uff09\u3068\u3044\u3046\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u3053\u308c\u306f\u521d\u5fc3\u8005\u306b\u306f\u975e\u5e38\u306b\u96e3\u6613\u5ea6\u304c\u9ad8\u3044\u305f\u3081\u5f53\u521d\u304b\u3089GPU\u7248\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306f\u5968\u3081\u306a\u3044\u3002\u5b66\u7fd2\u51e6\u7406\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306fCPU\u7248\u3068GPU\u7248\u3067\u307b\u307c\u5dee\u7570\u306f\u306a\u3044\u305f\u3081\u3001\u6700\u521d\u306bCPU\u7248\u3067\u7fd2\u719f\u3001\u958b\u767a\u3001\u8a66\u884c\u3057\u672c\u683c\u7684\u306b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u5b66\u7fd2\u3092\u5b9f\u65bd\u3059\u308b\u6bb5\u968e\u306bGPU\u7248\u306b\u79fb\u884c\u3059\u308b\u306e\u304c\u6700\u3082\u958b\u767a\u52b9\u7387\u304c\u826f\u3044\u3002<\/p>\n
TensorFlow\u3092\u4f7f\u3046\u305f\u3081\u306b\u306f\u3001\u30b5\u30a4\u30c8(https:\/\/www.tensorflow.org\/install\/)\u306e\u624b\u9806\u306b\u3057\u305f\u304c\u3063\u3066\u3001\u5404OS\u3001\u8a00\u8a9e\u306b\u5fdc\u3058\u305fTensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3002\u3053\u3053\u3067\u306f\u3001macOS\u306bPython\u5411\u3051\u306eTensorFlow\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u624b\u9806\u3092\u4f8b\u793a\u3059\u308b\u3002Python\u74b0\u5883\u3092\u4eee\u60f3\u5316\u3059\u308b\u30c4\u30fc\u30eb\u306b\u3088\u3063\u3066\u3082\u624b\u9806\u306f\u7570\u306a\u308b\u304c\u3053\u3053\u3067\u306f\u6700\u3082\u7c21\u5358\u306apip\u3068\u547c\u3070\u308c\u308bPython\u5411\u3051\u30d1\u30c3\u30b1\u30fc\u30b8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u60f3\u5b9a\u3059\u308b\u3002<\/p>\n
Mac\u3067\u30bf\u30fc\u30df\u30ca\u30eb\u3092\u8d77\u52d5\u3057\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3002<\/p>\n
\uff08Python\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u78ba\u8a8d\uff09<\/p>\n
\u4e0a\u306e\u30b3\u30de\u30f3\u30c9\u3067\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u8868\u793a\u3055\u308c\u306a\u3044\u5834\u5408\u3001\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b<\/p>\n
$ pip -V<\/strong>\u00a0 # for Python 2.7<\/p>\n $ pip3 -V<\/strong> # for Python 3.n<\/p>\n \uff08TensorFlow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff09<\/p>\n $ pip install tensorflow<\/strong>\u00a0\u00a0\u00a0\u00a0\u00a0 # Python 2.7\u306e\u5834\u5408<\/p>\n $ pip3 install tensorflow<\/strong>\u00a0\u00a0\u00a0\u00a0 # Python 3.n\u306e\u5834\u5408<\/p>\n \u3053\u308c\u3067\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3059\u308b\u3002\uff08\u975e\u5e38\u306b\u7c21\u5358\uff09<\/p>\n <\/p>\n TensorFlow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u5b8c\u4e86\u3057\u3001\u5229\u7528\u3059\u308b\u306b\u3042\u305f\u3063\u3066\u306f\u3001\u3044\u304f\u3064\u304b\u30b5\u30f3\u30d7\u30eb\u3092\u52d5\u4f5c\u3055\u305b\u308b\u3068\u3068\u3082\u306b\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u5909\u66f4\u3057\u3066\u307f\u308b\u3053\u3068\u3092\u5968\u3081\u308b\u3002\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306e\u53d6\u5f97\u3001\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u3092\u53c2\u7167\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n TensorFlow-Develop-TUTORIALS(https:\/\/www.tensorflow.org\/tutorials\/<\/a>)<\/p>\n \u4e0a\u8a18\u306f\u82f1\u8a9e\u306e\u30b5\u30a4\u30c8\u3060\u304c\u3001MNIST\u306b\u3064\u3044\u3066\u65e5\u672c\u8a9e\u7ffb\u8a33\u3092@KojiOhki\u3055\u3093\u304c\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u53c2\u8003\u3068\u3057\u3066\u7d39\u4ecb\u3059\u308b\u3002<\/p>\n TensorFlow\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb-ML\u521d\u5fc3\u8005\u306e\u305f\u3081\u306eMNIST\uff08\u7ffb\u8a33\uff09(https:\/\/qiita.com\/KojiOhki\/items\/ff6ae04d6cf02f1b6edf<\/a>)<\/p>\n TensorFlow\u306b\u306fTensorBoard\u3068\u547c\u3070\u308c\u308b\u5b66\u7fd2\u72b6\u6cc1\u306e\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u304c\u3042\u308b\u3002TensorBoard\u306f\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u53ef\u8996\u5316\u3084\u5b66\u7fd2\u306e\u5c65\u6b74\uff08\u640d\u5931\u95a2\u6570\u306e\u5909\u5316\u306a\u3069\uff09\u306e\u53ef\u8996\u5316\u3001\u9014\u4e2d\u904e\u7a0b\u3067\u751f\u6210\u3055\u308c\u308b\u753b\u50cf\u3084\u97f3\u58f0\u306e\u8868\u793a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6700\u9069\u5316\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u5bfe\u3059\u308b\u30d2\u30f3\u30c8\u304c\u5f97\u3089\u308c\u308b\u3002\u00a0\u6df1\u5c64\u5b66\u7fd2\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u7e70\u308a\u8fd4\u3057\u5b66\u7fd2\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u305d\u308c\u3089\u306e\u30c7\u30fc\u30bf\u304c\u7db2\u7f85\u3059\u308b\u4e8b\u8c61\u306b\u3064\u3044\u3066\u8b58\u5225\u3001\u8a8d\u8b58\u3001\u751f\u6210\u304c\u53ef\u80fd\u306b\u306a\u308b\u6280\u8853\u3067\u3042\u308b\u3002\u3088\u3063\u3066\u3001\u7d50\u679c\u3092\u5f97\u308b\u305f\u3081\u306b\u306fWeb\u3084\u696d\u52d9\u7cfb\u30b7\u30b9\u30c6\u30e0\u306e\u51e6\u7406\u6642\u9593\u3068\u6bd4\u8f03\u3057\u3066\u9577\u6642\u9593\u304c\u5fc5\u8981\u3068\u306a\u308b\u3002\u5f93\u6765\u306f\u9014\u4e2d\u7d50\u679c\u3092\u9010\u6b21\u753b\u9762\u307e\u305f\u306f\u30ed\u30b0\u30d5\u30a1\u30a4\u30eb\u306b\u51fa\u529b\u3057\u3001\u591a\u304f\u306e\u6570\u5024\u30c7\u30fc\u30bf\u306e\u5909\u5316\u3092\u30b9\u30af\u30ed\u30fc\u30eb\u7b49\u3067\u8996\u8a8d\u3057\u3001\u5b66\u7fd2\u304c\u9806\u8abf\u304b\u3001\u904e\u5b66\u7fd2\u7b49\u306b\u3088\u308a\u4e2d\u65ad\u3059\u3079\u304d\u72b6\u614b\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3057\u3066\u3044\u305f\u3002\u3057\u304b\u3057\u3001TensorBoard\u306b\u3088\u308a\u3001\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u305f\u5185\u90e8\u30ed\u30b0\u3092\u5225\u51e6\u7406\u3067\u53ef\u8996\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u5b66\u7fd2\u66f2\u7dda\u304c\u9010\u6b21\u30b0\u30e9\u30d5\u8868\u793a\u3055\u308c\u4e00\u76ee\u77ad\u7136\u306b\u306a\u308b\u306e\u3067\u975e\u5e38\u306b\u52b9\u7387\u7684\u3067\u3042\u308b\uff08\u56f31\uff09\u3002\u307e\u305f\u3001\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3068\u306a\u308b\u305f\u3081\u3001\u8a2d\u5b9a\u306b\u3088\u3063\u3066\u30ea\u30e2\u30fc\u30c8\u306ePC\u3084\u30b9\u30de\u30db\u304b\u3089\u3082\u9014\u4e2d\u7d4c\u904e\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n \u56f31\uff0eTensorBoard\u306b\u3088\u308b\u5b66\u7fd2\u66f2\u7dda\u8868\u793a<\/p>\n \u6a5f\u68b0\u5b66\u7fd2\u5411\u3051\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u306f\u305d\u308c\u305e\u308c\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u306e\u30b3\u30de\u30f3\u30c9\u8a18\u6cd5\u3092\u7fd2\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u7c21\u6613\u306b\u5229\u7528\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u308b\u304c\u30b3\u30de\u30f3\u30c9\u8a18\u6cd5\u306f\u8907\u96d1\u3067\u30b3\u30fc\u30c9\u91cf\u3082\u591a\u3044\u3002\u305d\u3053\u3067\u3001CNN\u3084RNN\u306b\u95a2\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3092\u307e\u3068\u3081\u3066\u7c21\u5358\u306a\u30b3\u30fc\u30c9\u304b\u3089\u5229\u7528\u53ef\u80fd\u3068\u3057\u305fKeras\u3068\u3044\u3046\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u304c2015\u5e74\u306bGoogle\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3042\u308bFran\u00e7ois Chollet\u3092\u4e2d\u5fc3\u3059\u308b\u30c1\u30fc\u30e0\u306b\u3088\u3063\u3066\u958b\u767a\u3001\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u3002Keras\u306f\u3001MXNet\uff0cDeeplearning4j\u3001TensorFlow\u3001CNTK\u3001Theano\u306a\u3069\u306e\u4e3b\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u306e\u4e0a\u3067\u52d5\u4f5c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u7684\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u3067\u3042\u308a\u4e16\u754c\u4e2d\u3067\u983b\u7e41\u306b\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u3002\u7279\u306b\u6700\u8fd1\u3067\u306fTensorFlow\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u306e\u5229\u7528\u304c\u5897\u3048\u3066\u304a\u308a\u3001Github\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308bTensorFlow\u3092\u5229\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u306e\u5927\u90e8\u5206\u304c\u3001Keras\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u8a18\u8ff0\u3057TensorFlow\u3067\u52d5\u4f5c\u3055\u305b\u308b\u3068\u8a00\u3063\u3066\u3082\u904e\u8a00\u3067\u306a\u304f\u307b\u3069\u3001\u3053\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u4e3b\u6d41\u306b\u306a\u3063\u3066\u304d\u3066\u3044\u308b\u3002\u307e\u305f\u30012017\u5e74\u306bGoogle\u306eTensorFlow\u30c1\u30fc\u30e0\u3082Keras\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u6c7a\u5b9a\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u3089\uff12\u3064\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u306f\u76f8\u4e57\u52b9\u679c\u306b\u3088\u308a\u66f4\u306b\u666e\u53ca\u3059\u308b\u3053\u3068\u304c\u4e88\u60f3\u3055\u308c\u308b\u3002<\/p>\n <\/p>\n <<\/strong>\u53c2\u8003<\/strong>><\/strong><\/p>\n An open source machine learning framework for everyone<\/p>\n https:\/\/www.tensorflow.org\/<\/a><\/p>\n <\/p>\n TensorBoard: Visualizing Learning<\/p>\n https:\/\/www.tensorflow.org\/programmers_guide\/summaries_and_tensorboard<\/a><\/p>\n <\/p>\n Keras: Python<\/strong>\u306e\u6df1\u5c64\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea<\/strong><\/p>\n https:\/\/keras.io\/ja\/<\/a><\/p>\n <\/p>\n","protected":false},"excerpt":{"rendered":" \u25cb\u3000TensorFlow\u3068\u306f TensorFlow\u306fGoogle\u306eAI\u958b\u767a\u30c1\u30fc\u30e0\u3067\u3042\u308bGoogle Brain\u306b\u3088\u3063\u3066\u5185\u90e8\u5229\u7528\u5411\u3051\u306b\u958b\u767a\u3055\u308c\u3001\u305d\u306e\u5f8c\u3001\u6a5f\u68b0\u5b66\u7fd2\u5411\u3051\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3068\u3057\u3066\u516c\u958b\u3055\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308b\u3002\u6700\u521d\u306e\u7248\u306f … “TensorFlow\u3068\u306f” \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false},"version":2}},"categories":[3,17],"tags":[],"class_list":["post-250","post","type-post","status-publish","format-standard","hentry","category-deep-learning","category-google"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pf3Jhj-42","jetpack-related-posts":[],"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/250"}],"collection":[{"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=250"}],"version-history":[{"count":3,"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/250\/revisions"}],"predecessor-version":[{"id":254,"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/250\/revisions\/254"}],"wp:attachment":[{"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=250"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=250"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/singularity2045.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=250"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}![\"\"](\"https:\/\/i0.wp.com\/singularity2045.jp\/wordpress\/wp-content\/uploads\/2018\/06\/795316b92fc766b0181f6fef074f03fa.png?resize=840%2C681\")
<\/a><\/p>\n