{"id":8452,"date":"2019-08-20T13:00:37","date_gmt":"2019-08-20T04:00:37","guid":{"rendered":"https:\/\/vitalify.jp\/app-lab\/?p=8452"},"modified":"2019-09-13T12:47:32","modified_gmt":"2019-09-13T03:47:32","slug":"machine-learning-library-20190820","status":"publish","type":"post","link":"https:\/\/vitalify.jp\/app-lab\/ai\/machine-learning-library-20190820\/","title":{"rendered":"TensorFlow\u3001Chainer\u2026\u6a5f\u68b0\u5b66\u7fd2\u306b\u4f7f\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3063\u3066\uff1f\u4e3b\u8981\u30e9\u30a4\u30d6\u30e9\u30ea\u307e\u3068\u3081\uff01"},"content":{"rendered":"<p>\u6700\u8fd1\u3067\u306f\u8eab\u8fd1\u306a\u30b5\u30fc\u30d3\u30b9\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u753b\u50cf\u89e3\u6790\u3084\u8a00\u8a9e\u51e6\u7406\u304c\u5c0e\u5165\u3055\u308c\u308b\u3053\u3068\u304c\u5897\u3048\u3001\u307e\u3059\u307e\u3059AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u306d\u3002\u3053\u308c\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u3092\u3084\u3063\u3066\u307f\u3088\u3046\u304b\u306a\u3068\u601d\u3063\u3066\u3044\u308b\u4eba\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u3057\u304b\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u3053\u308c\u304b\u3089\u59cb\u3081\u3088\u3046\u3068\u601d\u3063\u3066\u3044\u308b\u4eba\u304c\u3088\u304f\u7591\u554f\u306b\u601d\u3046\u3053\u3068\u304c\u3001\u300c\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u9078\u3079\u3070\u3044\u3044\u306e\uff1f\u300d\u3068\u3044\u3046\u3053\u3068\u3002web\u30b5\u30fc\u30d3\u30b9\u3092\u4f5c\u308b\u6642\u3068\u540c\u3058\u3088\u3046\u306b\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3082\u591a\u304f\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u7d39\u4ecb\u3092\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#1\">1. \u3069\u3093\u306a\u57fa\u6e96\u3067\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u9078\u3076\u3079\u304d\u304b\uff1f<\/a><ul><li><a href=\"#1-1\">1-1. \u6a5f\u68b0\u5b66\u7fd2\u3067\u3067\u304d\u308b\u3053\u3068<\/a><\/li><\/ul><\/li><li><a href=\"#2\">2. \u30e9\u30a4\u30d6\u30e9\u30ea\u4e00\u89a7<\/a><ul><li><a href=\"#2-1_TensorFlow\">2-1. TensorFlow<\/a><\/li><li><a href=\"#2-2_Chainer\">2-2. Chainer<\/a><\/li><li><a href=\"#2-3_scikit-learn\">2-3. scikit-learn<\/a><\/li><li><a href=\"#2-4_Keras\">2-4. Keras<\/a><\/li><li><a href=\"#2-5_MXNet\">2-5. MXNet<\/a><\/li><\/ul><\/li><li><a href=\"#3\">3. \u307e\u3068\u3081<\/a><\/li><li><a href=\"#4_AI\">4. AI\u958b\u767a\u3092\u3059\u308b\u306a\u3089\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u3078<\/a><\/li><\/ul><\/div>\n<h2><span id=\"1\">1. \u3069\u3093\u306a\u57fa\u6e96\u3067\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u9078\u3076\u3079\u304d\u304b\uff1f<\/span><\/h2>\n<p>\u57fa\u672c\u7684\u306b\u306f\u3001\u300c\u3084\u308a\u305f\u3044\u3053\u3068\u300d\u304b\u3089\u9078\u3076\u306e\u304c\u4e00\u756a\u3067\u3059\u304c\u3001\u521d\u5b66\u8005\u306e\u5834\u5408\u306f\u300c\u96e3\u6613\u5ea6\u300d\u3082\u8003\u616e\u3057\u305f\u4e8c\u8ef8\u3067\u9078\u3073\u307e\u3057\u3087\u3046\u3002<br \/>\n\u500b\u4eba\u3067\u5b66\u7fd2\u3059\u308b\u5834\u5408\u3001\u5927\u898f\u6a21\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u6271\u3046\u306e\u306f\u5927\u5909\u306a\u306e\u3067\u3001\u6700\u521d\u306f\u591a\u304f\u306e\u30c7\u30fc\u30bf\u306f\u6271\u3048\u306a\u3044\u304c\u30b7\u30f3\u30d7\u30eb\u3067\u7c21\u5358\u306a\u3082\u306e\u3092\u9078\u3076\u306e\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<br \/>\n\u307e\u305f\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304c\u5145\u5b9f\u3057\u3066\u3044\u308b\u3001\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u3001\u306a\u3069\u3082\u91cd\u8981\u306a\u89b3\u70b9\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u306f\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u304c\u975e\u5e38\u306b\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u308b\u305f\u3081\u3001\u305d\u3082\u305d\u3082\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b\u306e\u304c\u96e3\u3057\u304f\u3066\u632b\u6298\u2026\u3068\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n<h3><span id=\"1-1\">1-1. \u6a5f\u68b0\u5b66\u7fd2\u3067\u3067\u304d\u308b\u3053\u3068<\/span><\/h3>\n<p>\u3067\u306f\u3001\u5b9f\u969b\u306b\u3069\u3093\u306a\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<br \/>\n\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3059\u308b\u3068\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u753b\u50cf\u8a8d\u8b58<br \/>\n\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<br \/>\n\u97f3\u58f0\u8a8d\u8b58<br \/>\n\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u4e88\u6e2c<br \/>\n\u30c7\u30fc\u30bf\u5206\u6790<\/p>\n<p>\u4e0a\u8a18\u306f\u307b\u3093\u306e\u4e00\u4f8b\u3067\u3059\u304c\u3001\u3061\u3087\u3063\u3068\u308f\u304b\u308a\u306b\u304f\u3044\u3067\u3059\u306d\u3002\u5b9f\u4f8b\u3067\u307f\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><strong>\u753b\u50cf\u8a8d\u8b58<\/strong>\u2192\u753b\u50cf\u3092\u8b58\u5225\u3057\u3066\u3001\u5206\u985e\u5206\u3051\u3092\u3057\u305f\u308a\u3001\u4f55\u304b\u3057\u3089\u306e\u51e6\u7406\u3092\u65bd\u3057\u305f\u308a\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u3053\u306e<a href=\"https:\/\/azure.microsoft.com\/ja-jp\/services\/cognitive-services\/computer-vision\/\" target=\"_blank\" rel=\"noopener\">Micro Soft\u306e\u753b\u50cf\u8a8d\u8b58\u30b5\u30fc\u30d3\u30b9<\/a>\u306e\u3088\u3046\u306b\u3001\u753b\u50cf\u3092\u89e3\u6790\u3057\u3066\u305d\u3053\u306b\u5199\u3063\u3066\u3044\u308b\u3082\u306e\u304c\u306a\u3093\u306a\u306e\u304b\u306e\u7d50\u679c\u3092\u8fd4\u3057\u305f\u308a\u3001<a href=\"https:\/\/www.how-old.net\/\" target=\"_blank\" rel=\"noopener\" class=\"broken_link\">\u4eba\u306e\u9854\u5199\u771f\u304b\u3089\u305d\u306e\u4eba\u306e\u6027\u5225\u3001\u5e74\u9f62\u3092\u5224\u65ad<\/a>\u3057\u305f\u308a\u3068\u3044\u3063\u305f\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/strong>\u2192\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u3044\u3063\u305f\u3089\u89aa\u3057\u307f\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u304b\u3002\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u6587\u5b57\u3092\u89e3\u6790\u3057\u3066\u610f\u56f3\u3092\u6c72\u307f\u53d6\u308a\u3001\u4eba\u3092\u4ecb\u3055\u305a\u3068\u3082\u3084\u308a\u3068\u308a\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3057\u305f\u308a\u3001\u4f55\u304b\u306e\u5916\u56fd\u8a9e\u3084\u65b9\u8a00\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3001\u305d\u306e\u30bb\u30f3\u30c6\u30f3\u30b9\u304c\u4f55\u8a9e\u306a\u306e\u304b\u3001\u3069\u3053\u306e\u65b9\u8a00\u306a\u306e\u304b\u3092\u5206\u985e\u3057\u305f\u308a\u3068\u3044\u3063\u305f\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u4f5c\u5bb6\u306e\u66f8\u3044\u305f\u6587\u7ae0\u3092\u5b66\u7fd2\u3055\u305b\u3066\u3001\u5c0f\u8aac\u3092\u751f\u6210\u3055\u305b\u308b\u3068\u3044\u3046\u3088\u3046\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u97f3\u58f0\u8a8d\u8b58<\/strong>\u2192\u591a\u304f\u306e\u4eba\u304c\u304a\u4e16\u8a71\u306b\u306a\u3063\u3066\u3044\u308b\u3067\u3042\u308d\u3046Siri\u3084Alexa\u306b\u306f\u97f3\u58f0\u8a8d\u8b58\u304c\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u30ed\u30dc\u30c3\u30c8\u3068\u306e\u4f1a\u8a71\u306b\u3082\u5fc5\u8981\u306b\u306a\u308b\u6280\u8853\u3067\u3059\u306d\u3002<\/p>\n<p><strong>\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u4e88\u6e2c<\/strong>\u2192\u4f8b\u3048\u3070\u904e\u53bb\u306e\u682a\u4fa1\u306a\u3069\u3092\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u682a\u4fa1\u4e88\u6e2c\u3092\u7acb\u3066\u305f\u308a\u3001\u7269\u306e\u4fa1\u683c\u306e\u63a8\u79fb\u306e\u4e88\u6e2c\u3092\u7acb\u3066\u305f\u308a\u3068\u3044\u3046\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002\u5c0f\u58f2\u696d\u3084\u4e0d\u52d5\u7523\u696d\u3067\u306e\u6d3b\u7528\u3082\u3067\u304d\u307e\u3059\u306d\u3002<\/p>\n<p><strong>\u30c7\u30fc\u30bf\u5206\u6790<\/strong>\u2192\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3066\u3001\u5171\u901a\u306e\u7d50\u679c\u3084\u6cd5\u5247\u3092\u5c0e\u304d\u3060\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u30b9\u30fc\u30d1\u30fc\u306b\u6765\u308b\u9867\u5ba2\u306e\u884c\u52d5\u3084\u8cb7\u3044\u7269\u306e\u5c65\u6b74\u304b\u3089\u3001\u62b1\u304d\u5408\u308f\u305b\u5546\u54c1\u306e\u63d0\u6848\u3092\u3057\u305f\u308a\u3001web\u30da\u30fc\u30b8\u306e\u30ec\u30b3\u30e1\u30f3\u30c9\u6a5f\u80fd\u7684\u306a\u3082\u306e\u306b\u9069\u7528\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3069\u3046\u3067\u3057\u3087\u3046\u304b\uff1f\u3084\u308a\u305f\u3044\u3053\u3068\u306f\u304d\u307e\u308a\u307e\u3057\u305f\u304b\uff1f<\/p>\n<h2><span id=\"2\">2. \u30e9\u30a4\u30d6\u30e9\u30ea\u4e00\u89a7<\/span><\/h2>\n<p>\u3067\u306f\u65e9\u901f\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u307f\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br \/>\n\u5168\u3066\u306f\u7d39\u4ecb\u3067\u304d\u306a\u3044\u306e\u3067\u3001\u3088\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u3082\u306e\u3092\u30d4\u30c3\u30af\u30a2\u30c3\u30d7\u3057\u3066\u89e3\u8aac\u3057\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<h3><span id=\"2-1_TensorFlow\">2-1. TensorFlow<\/span><\/h3>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8459\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.28.09.png\" alt=\"\" width=\"2688\" height=\"1206\" srcset=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.28.09.png 2688w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.28.09-300x135.png 300w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.28.09-768x345.png 768w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.28.09-1024x459.png 1024w\" sizes=\"(max-width: 2688px) 100vw, 2688px\" \/><br \/>\nTensorFlow\u306fGoogle\u304c2015\u5e74\u306b\u958b\u767a\u3057\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<br \/>\n\u5206\u6563\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u306b\u3088\u3063\u3066\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u3055\u3070\u304f\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u5927\u898f\u6a21\u6848\u4ef6\u307e\u3067\u5e45\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u3001\u4ee3\u8868\u7684\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<br \/>\n\u591a\u304f\u306eOS\u306b\u5bfe\u5fdc\u3001iOS\u3084Android\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u30e2\u30d0\u30a4\u30eb\u306b\u7d44\u307f\u8fbc\u307f\u305f\u3044\u4eba\u3082\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\nGoogle\u304c\u958b\u767a\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u3001Google\u304cML\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3082\u3063\u3068\u3082\u30dd\u30d4\u30e5\u30e9\u30fc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u6027\u80fd\u304c\u9ad8\u304f\u5927\u898f\u6a21\u306a\u305f\u3081\u306b\u500b\u4eba\u3067\u6271\u3046\u306e\u306f\u96e3\u3057\u3044\u306e\u3067\u306f\u3001\u3068\u3044\u3046\u70b9\u304c\u6b20\u70b9\u3068\u3057\u3066\u3088\u304f\u6319\u3052\u3089\u308c\u307e\u3059\u3001<\/p>\n<p>\u9854\u8a8d\u8b58\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7ffb\u8a33\u306a\u3069\u306b\u4f7f\u7528\u3055\u308c\u3066\u304a\u308a\u3001Python\u3082\u3057\u304f\u306fC++\u3067\u52d5\u304d\u307e\u3059\u3002<\/p>\n<h3><span id=\"2-2_Chainer\">2-2. Chainer<\/span><\/h3>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8460\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.06.png\" alt=\"\" width=\"2638\" height=\"1392\" srcset=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.06.png 2638w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.06-300x158.png 300w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.06-768x405.png 768w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.06-1024x540.png 1024w\" sizes=\"(max-width: 2638px) 100vw, 2638px\" \/><br \/>\nChainer\u306f\u65e5\u672c\u306e\u6a5f\u68b0\u5b66\u7fd2\u7cfb\u306e\u30d9\u30f3\u30c1\u30e3\u30fc\u4f01\u696d\u3067\u3042\u308bPreferred Networks\u304c\u4e3b\u5c0e\u3067\u958b\u767a\u3092\u9032\u3081\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<br \/>\n\u65e5\u672c\u4f01\u696d\u304c\u4e3b\u5c0e\u3067\u958b\u767a\u3092\u9032\u3081\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u3001\u65e5\u672c\u8a9e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3082\u5145\u5b9f\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\nhttps:\/\/tutorials.chainer.org\/ja\/<br \/>\n\u516c\u5f0f\u3067\u306f\u3001\u9ad8\u901f\u306a\u8a08\u7b97\u3001\u67d4\u8edf\u306a\u8a18\u6cd5\u3001\u76f4\u611f\u7684\u306b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u7bc9\u304c\u53ef\u80fd\u3001\u3068\u3044\u3046\u70b9\u304c\u63a8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u4ed6\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u6bd4\u3079\u3066\u5b9f\u884c\u901f\u5ea6\u304c\u9045\u3044\u3068\u3082\u8a00\u308f\u308c\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u958b\u767a\u304c\u9032\u3093\u3067\u5c11\u3057\u305a\u3064\u6539\u826f\u3055\u308c\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<br \/>\n\u9854\u8a8d\u8b58\u3001\u97f3\u58f0\u8a8d\u8b58\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u7dda\u753b\u81ea\u52d5\u7740\u8272\u306a\u3069\u306b\u6d3b\u7528\u3067\u304d\u3001Python\u3067\u52d5\u304d\u307e\u3059\u3002<\/p>\n<h3><span id=\"2-3_scikit-learn\">2-3. scikit-learn<\/span><\/h3>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8462\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.38.png\" alt=\"\" width=\"2086\" height=\"900\" srcset=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.38.png 2086w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.38-300x129.png 300w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.38-768x331.png 768w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.29.38-1024x442.png 1024w\" sizes=\"(max-width: 2086px) 100vw, 2086px\" \/><br \/>\nscikit-learn\u306fGoogle Summer of Code\u3068\u3044\u3046\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304b\u3089\u59cb\u307e\u3063\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3001\u4eca\u73fe\u5728\u3082\u6d3b\u767a\u306b\u958b\u767a\u3055\u308c\u3066\u3044\u308b\u5145\u5b9f\u3057\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<br \/>\n\u5206\u985e\u3001\u56de\u5e30\u3001\u6b21\u5143\u524a\u6e1b\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u304c\u30e1\u30a4\u30f3\u306e\u6a5f\u80fd\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30c7\u30fc\u30bf\u306e\u5b66\u7fd2\u624b\u6cd5\u304c\u975e\u5e38\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u7c21\u5358\u306b\u6271\u3048\u308b\u305f\u3081\u3001\u521d\u5fc3\u8005\u5411\u3051\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u3082\u6709\u540d\u3067\u3059\u3002\u624b\u8efd\u306b\u3067\u304d\u308b\u305f\u3081\u3001\u3061\u3087\u3063\u3068\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u304d\u306b\u30b9\u30d4\u30fc\u30c9\u611f\u6301\u3063\u3066\u3067\u304d\u308b\u306e\u304c\u30e1\u30ea\u30c3\u30c8\u3067\u3057\u3087\u3046\u304b\u3002<br \/>\n\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3084GPU\u30b5\u30dd\u30fc\u30c8\u304c\u306a\u3044\u306e\u3067\u3001\u3042\u307e\u308a\u306b\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3068\u306a\u308b\u3068\u5c11\u3057\u53b3\u3057\u3044\u3067\u3059\u304c\u3001\u958b\u767a\u304c\u6d3b\u767a\u306a\u5206\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u6574\u5099\u3055\u308c\u3066\u304a\u308a\u3001\u521d\u5fc3\u8005\u306b\u3082\u59cb\u3081\u3084\u3059\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<br \/>\n\u753b\u50cf\u8a8d\u8b58\u3001\u30b9\u30d1\u30e0\u691c\u51fa\u3001\u682a\u4fa1\u4e88\u6e2c\u3001\u9867\u5ba2\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306b\u6d3b\u7528\u3067\u304d\u3001Python\u3067\u52d5\u304d\u307e\u3059\u3002<\/p>\n<h3><span id=\"2-4_Keras\">2-4. Keras<\/span><\/h3>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8461\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/keras.png\" alt=\"\" width=\"275\" height=\"183\" \/><br \/>\nKeras\u306fGoogle\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3042\u308bFran\u00e7ois Chollet\u304c\u4e2d\u5fc3\u3068\u306a\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<br \/>\nTensorFlow\u3001CNTK\u3001\u307e\u305f\u306fTheano\u4e0a\u3067\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u516c\u5f0f\u30b5\u30a4\u30c8\u306b\u3088\u308b\u3068\u3001Keras\u306f\u8fc5\u901f\u306a\u5b9f\u9a13\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u958b\u767a\u3055\u308c\u305f\u305d\u3046\u3067\u3001\u3068\u306b\u304b\u304f\u4eba\u9593\u306b\u3068\u3063\u3066\u6271\u3044\u3084\u3059\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3053\u3061\u3089\u3082scikit-learn\u3068\u540c\u3058\u3088\u3046\u306b\u3001\u624b\u8efd\u306b\u6271\u3048\u308b\u3068\u3044\u3046\u70b9\u3067\u521d\u5b66\u8005\u3067\u3082\u3084\u308a\u3084\u3059\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3060\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<br \/>\n\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8a18\u8ff0\u304c\u7c21\u5358\u3001\u67d4\u8edf\u306b\u66f8\u3051\u308b\u3001\u30b3\u30fc\u30c9\u304c\u8aad\u307f\u3084\u3059\u3044\u306a\u3069\u306e\u70b9\u304c\u7279\u5fb4\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u753b\u50cf\u8a8d\u8b58\u3001\u6587\u7ae0\u306e\u81ea\u52d5\u751f\u6210\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u4f5c\u6210\u306a\u3069\u306b\u5fdc\u7528\u3067\u304d\u3001Python\u3067\u52d5\u304d\u307e\u3059\u3002<\/p>\n<h3><span id=\"2-5_MXNet\">2-5. MXNet<\/span><\/h3>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-8463\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.31.09.png\" alt=\"\" width=\"2052\" height=\"1276\" srcset=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.31.09.png 2052w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.31.09-300x187.png 300w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.31.09-768x478.png 768w, https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2019\/08\/Screen-Shot-2019-08-15-at-07.31.09-1024x637.png 1024w\" sizes=\"(max-width: 2052px) 100vw, 2052px\" \/><br \/>\nMXNet\u306f\u3001\u30ef\u30b7\u30f3\u30c8\u30f3\u5927\u5b66\u3068\u30ab\u30fc\u30cd\u30ae\u30fc\u30e1\u30ed\u30f3\u5927\u5b66\u306b\u3088\u3063\u3066\u958b\u767a\u304c\u9032\u3081\u3089\u308c\u305f\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<br \/>\nAWS\u3001Azure\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u4e0a\u3067\u52d5\u304b\u305b\u308b\u306e\u3082\u5f37\u307f\u306e\uff11\u3064\u3067\u3059\u3002<br \/>\n\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3001\u30d5\u30ec\u30ad\u30b7\u30d6\u30eb\u3001\u30dd\u30fc\u30bf\u30d6\u30eb\u3001\u30de\u30eb\u30c1\u30e9\u30f3\u30b2\u30fc\u30b8\u304c\u7279\u5fb4\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u3001\u62e1\u5f35\u52b9\u7387\u306e\u826f\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u5bfe\u5fdc\u8a00\u8a9e\u306fR\u3001Python\u3001Scala\u3001Java\u3001Go\u3001C++\u3001Julia\u306a\u3069\u4ed6\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u6bd4\u3079\u3066\u6bb5\u9055\u3044\u306b\u591a\u3044\u306e\u304c\u6700\u5927\u306e\u7279\u5fb4\u3067\u3059\u3002<br \/>\nPython\u306f\u3084\u3063\u305f\u3053\u3068\u306a\u3044\u3051\u3069\u6a5f\u68b0\u5b66\u7fd2\u3092\u3084\u308a\u305f\u3044\u3068\u3044\u3046\u4eba\u306b\u3074\u3063\u305f\u308a\u3067\u3059\u306d\uff01<\/p>\n<p>2017\u5e74\u306b\u306fApache Incubator\u306b\u52a0\u308f\u3063\u3066\u304a\u308a\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u3057\u3066\u3053\u308c\u304b\u3089\u3082\u6d3b\u767a\u306a\u958b\u767a\u304c\u9032\u3081\u3089\u308c\u308b\u3053\u3068\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2><span id=\"3\">3. \u307e\u3068\u3081<\/span><\/h2>\n<p>\u4f7f\u3063\u3066\u307f\u305f\u3044\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u898b\u3064\u304b\u308a\u307e\u3057\u305f\u304b\uff1f<br \/>\n2019\u5e74\u5f8c\u534a\u306f\u305c\u3072\u6a5f\u68b0\u5b66\u7fd2\u3092\u59cb\u3081\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2><span id=\"4_AI\">4. AI\u958b\u767a\u3092\u3059\u308b\u306a\u3089\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u3078<\/span><\/h2>\n<p>\u300c\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u306bAI\u3092\u5c0e\u5165\u3057\u305f\u3044\u300d\u300cAI\u3092\u5c0e\u5165\u3057\u81ea\u793e\u306e\u52b9\u7387\u5316\u30fb\u30b3\u30b9\u30c8\u8ab2\u984c\u3092\u6539\u5584\u3057\u305f\u3044\u300d<br \/>\n\u3068\u3044\u3046\u4f01\u696d\u69d8\u306f<a href=\"http:\/\/vitalify.jp\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3<\/a>\u30fb<a href=\"http:\/\/vitalify.asia\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u30d0\u30a4\u30bf\u30ea\u30d5\u30a3\u30a2\u30a2\u30b8\u30a2<\/a>\u3078\u304a\u6c17\u8efd\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><strong>\u300c\u696d\u52d9\u3078\u306eAI\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u304c\u3001\u4f55\u304b\u3089\u3059\u308c\u3070\u826f\u3044\u3093\u3060\u308d\u3046\uff1f\u300d<br \/>\n<\/strong><strong>\u00a0 \u305d\u3093\u306a\u4e8b\u696d\u6226\u7565\u62c5\u5f53\u8005\u69d8\uff01<br \/>\n<\/strong><strong>\u00a0 \u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3092\u7528\u3044\u3066AI\u30e2\u30c7\u30eb\u3092\u7121\u6599\u3067\u4f5c\u6210\u3002<br \/>\n<\/strong><strong>\u00a0 AI\u30a2\u30d7\u30ea\u3092\u6c17\u8efd\u306b\u958b\u767a\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u300eMobile AI Lab\u300f\u306e<a href=\"http:\/\/vitalify.jp\/vietnam_offshore\/contact\/\" target=\"_blank\" rel=\"noopener\" class=\"broken_link\">\u304a\u554f\u5408\u308f\u305b\u306f\u3053\u3061\u3089<\/a><\/strong><\/p>\n<p><a href=\"http:\/\/vitalify.jp\/mobile_ai_lab\/\" target=\"_blank\" rel=\"noopener\"><img decoding=\"async\" class=\"aligncenter wp-image-7081\" src=\"https:\/\/vitalify.jp\/app-lab\/wp-content\/uploads\/2018\/11\/04-768x154.jpg\" alt=\"\" width=\"801\" height=\"160\" \/><\/a><\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6700\u8fd1\u3067\u306f\u8eab\u8fd1\u306a\u30b5\u30fc\u30d3\u30b9\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u753b\u50cf\u89e3\u6790\u3084\u8a00\u8a9e\u51e6\u7406\u304c\u5c0e\u5165\u3055\u308c\u308b\u3053\u3068\u304c\u5897\u3048\u3001\u307e\u3059\u307e\u3059AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u306d\u3002\u3053\u308c\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u3092\u3084\u3063\u3066\u307f\u3088\u3046\u304b\u306a\u3068\u601d\u3063\u3066\u3044\u308b\u4eba\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":8464,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[284],"tags":[],"acf":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/posts\/8452"}],"collection":[{"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/comments?post=8452"}],"version-history":[{"count":13,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/posts\/8452\/revisions"}],"predecessor-version":[{"id":8474,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/posts\/8452\/revisions\/8474"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/media\/8464"}],"wp:attachment":[{"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/media?parent=8452"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/categories?post=8452"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/vitalify.jp\/app-lab\/wp-json\/wp\/v2\/tags?post=8452"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}