{"id":388,"date":"2019-07-09T19:00:37","date_gmt":"2019-07-09T10:00:37","guid":{"rendered":"http:\/\/procon.img.cs.tut.ac.jp\/?page_id=388"},"modified":"2019-07-15T11:25:44","modified_gmt":"2019-07-15T02:25:44","slug":"ai%e8%a7%a3%e8%aa%ac","status":"publish","type":"page","link":"https:\/\/procon.img.cs.tut.ac.jp\/?page_id=388","title":{"rendered":"AI\u521d\u5fc3\u8005\u306e\u65b9\u3078"},"content":{"rendered":"<h2>AI\u521d\u5fc3\u8005\u306e\u65b9\u3078<\/h2>\n<p>\u3053\u308c\u304b\u3089AI\u3092\u59cb\u3081\u308b\u65b9\u306e\u305f\u3081\u306b\u7c21\u5358\u306a\u89e3\u8aac\u3092\u66f8\u304d\u307e\u3057\u305f\u3002\u521d\u5fc3\u8005\u5411\u3051\u306e\u89e3\u8aac\u3067\u3059\u306e\u3067\uff0c\u53b3\u5bc6\u306a\u5b9a\u7fa9\u306b\u62d8\u3089\u305a\u306b\uff0c\u6df1\u5c64\u5b66\u7fd2\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3063\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u3053\u3068\u3092\u4ee5\u4e0bAI\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n<h3>\u3010AI\u3068\u306f\u3011<\/h3>\n<p>AI (Artificial Intelligence) \u3068\u306f\u4eba\u5de5\u77e5\u80fd\u306e\u3053\u3068\u3067\u3042\u308a\uff0c\u3053\u308c\u307e\u30673\u5ea6\u306e\u30d6\u30fc\u30e0\u304c\u6765\u3066\u3044\u307e\u3059\u3002\u4eca\u306f\u305d\u306e3\u5ea6\u76ee\u306e\u30d6\u30fc\u30e0\u306e\u771f\u3063\u6700\u4e2d\u3067\u3042\u308a\uff0c\u3053\u308c\u306f\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u6df1\u5c64\u5b66\u7fd2\uff09\u3068\u3044\u3046\u6280\u8853\u306e\u767a\u5c55\u3060\u3051\u3067\u306a\u304f\uff0c\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u666e\u53ca\u3082\u8981\u56e0\u306e\u4e00\u3064\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u3010AI\u3067\u4f7f\u308f\u308c\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3011<\/h3>\n<p>\u73fe\u5728\uff0cAI\u306b\u4e00\u756a\u826f\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306fPython\uff08\u30d1\u30a4\u30bd\u30f3\uff09\u3068\u547c\u3070\u308c\u308b\u8a00\u8a9e\u3067\uff0c\u73fe\u5728\u6700\u3082\u826f\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306e\u4e00\u3064\u3067\u3059\u3002\u3053\u306ePython\u306f\uff0c\u6587\u6cd5\u304c\u30b7\u30f3\u30d7\u30eb\u306a\u305f\u3081\uff0c\u66f8\u304d\u6613\u304f\uff0c\u8aad\u307f\u6613\u3044\u4e00\u65b9\u3067\uff0c\u9ad8\u6a5f\u80fd\u306a\u8a00\u8a9e\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\uff0c\u4e00\u822c\u306b\u5b9f\u884c\u901f\u5ea6\u304c\u9045\u3044\u3068\u3044\u3046\u6b20\u70b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u3010AI\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3011<\/h3>\n<p>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306f\uff0c\u6587\u5b57\u901a\u308a\u300c\u67a0\u7d44\u307f\u300d\u306e\u3053\u3068\u3067\uff0c\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u958b\u767a\u304c\u697d\u306b\u3067\u304d\u308b\u3088\u3046\u306b\u7528\u610f\u3055\u308c\u305f\u300c\u571f\u53f0\u300d\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u3082\u306e\u304c\u6709\u540d\u3067\u3059\u3002\u3053\u308c\u3089\u306f\u3044\u305a\u308c\u3082Python\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<table style=\"border-collapse: collapse; width: 80%; margin-left: 40px;\">\n<tbody>\n<tr>\n<td style=\"width: 20%;\"><span style=\"font-size: 10pt;\">\u540d\u524d<\/span><\/td>\n<td style=\"width: 40%;\"><span style=\"font-size: 10pt;\">\u7279\u5fb4\u307b\u304b<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 20%;\"><a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">Tensorflow<\/span><\/a><\/td>\n<td style=\"width: 40%;\"><span style=\"font-size: 10pt;\">Google\u304c\u958b\u767a\u3057\u305f\u3082\u306e\u3002\u73fe\u5728\u6700\u3082\u826f\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4e00\u3064\u3002<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 20%;\"><a href=\"https:\/\/chainer.org\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">Chainer<\/span><\/a><\/td>\n<td style=\"width: 40%;\"><span style=\"font-size: 10pt;\">\u65e5\u672c\u306e\u4f1a\u793ePreferred Networks\u304c\u4f5c\u3063\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002\u65e5\u672c\u8a9e\u306e\u89e3\u8aac\u3082\u8c4a\u5bcc\u3002\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3082\u89aa\u5207\u3002<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 20%;\"><a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">PyTorch<\/span><\/a><\/td>\n<td style=\"width: 40%;\"><span style=\"font-size: 10pt;\">\u4e0a\u306e\u4e8c\u3064\u306b\u6bd4\u3079\u5f8c\u767a\u306e\u305f\u3081\uff0c\u9ad8\u901f\u306a\u52d5\u4f5c\u3002<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 20%;\"><a href=\"https:\/\/keras.io\/ja\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: small;\">Keras<\/span><\/a><\/td>\n<td style=\"width: 40%;\"><span style=\"font-size: 10pt;\">Tensorflow\u3068\u4e00\u7dd2\u306b\u4f7f\u3046\u3053\u3068\u3067\uff0c\u6df1\u5c64\u5b66\u7fd2\u306e\u69d8\u3005\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7528\u610f\u306b\u66f8\u304f\u3053\u3068\u304c\u53ef\u80fd\u3002<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3082\u3061\u308d\u3093\uff0c\u3053\u308c\u3089\u3092\u4f7f\u308f\u305a\u306bAI\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u304c\uff0c\u3053\u308c\u3089\u3092\u4f7f\u3046\u3053\u3068\u3067\uff0c\u3088\u308a\u7c21\u5358\u306bAI\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u3010AI\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u305f\u3081\u306e\u30d1\u30bd\u30b3\u30f3\u3011<\/h3>\n<p>\u4ed5\u4e8b\u3084\u7814\u7a76\u3067\uff0c\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306b\u3088\u308bAI\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u308b\u3088\u3046\u306a\u5834\u5408\u3092\u9664\u304d\uff0c\u8a66\u3057\u3066\u307f\u308b\u3060\u3051\u306a\u3089\uff0c\u305d\u308c\u307b\u3069\u9ad8\u3044\u30b9\u30da\u30c3\u30af\u306ePC\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002\u307e\u305f\u6642\u9593\u306f\u639b\u304b\u308a\u307e\u3059\u304c\uff0cGPU\u304c\u306a\u304f\u3066\u3082CPU\u3060\u3051\u3067\u5b9f\u884c\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h3>\u3010AI\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u59cb\u3081\u305f\u3044\u65b9\u3078\u3011<\/h3>\n<p>\u3053\u308c\u304b\u3089AI\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u59cb\u3081\u305f\u3044\u65b9\u306f\uff0c\u307e\u305a\u306f\u4e0a\u3067\u7d39\u4ecb\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3063\u3066\u307f\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u3044\u305a\u308c\u3082\u8a73\u3057\u3044\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u3084\uff0c\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\uff08\u521d\u5fc3\u8005\u5411\u3051\u306e\u89e3\u8aac\uff09\uff0c\u591a\u304f\u306e\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306f\u516c\u5f0f\u30da\u30fc\u30b8\u306e\u307f\u3067\u3059\u3002\u82f1\u8a9e\u306e\u3082\u306e\u3082\u3042\u308a\u307e\u3059\u304c\uff0c\u9811\u5f35\u3063\u3066\u30c8\u30e9\u30a4\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\n<table style=\"border-collapse: collapse; width: 80%; margin-left: 40px;\">\n<tbody>\n<tr>\n<td style=\"width: 20%;\"><span style=\"font-size: 10pt;\">\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/span><\/td>\n<td style=\"width: 40%;\"><span style=\"font-size: 10pt;\">\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/span><\/td>\n<td style=\"width: 30%;\"><span style=\"font-size: 10pt;\">\u521d\u5fc3\u8005\u5411\u3051\u89e3\u8aac<\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 20%;\"><a href=\"https:\/\/www.tensorflow.org\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">Tensorflow<\/span><\/a><\/td>\n<td style=\"width: 40%;\"><span style=\"font-size: 10pt;\"><a href=\"https:\/\/www.tensorflow.org\/install\" target=\"_blank\" rel=\"noopener noreferrer\">Tensorflow\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/a><\/span><\/td>\n<td style=\"width: 30%;\"><a href=\"https:\/\/www.tensorflow.org\/tutorials\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">Tensorflow\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/span><\/a><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 20%;\"><a href=\"https:\/\/chainer.org\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">Chainer<\/span><\/a><\/td>\n<td style=\"width: 40%;\"><span style=\"font-size: 10pt;\"><a href=\"https:\/\/docs.chainer.org\/en\/stable\/install.html\" target=\"_blank\" rel=\"noopener noreferrer\">Chainer\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/a><\/span><\/td>\n<td style=\"font-size: 10pt;\"><a href=\"https:\/\/tutorials.chainer.org\/ja\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">Chainer\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/span><\/a><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 20%;\"><a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">PyTorch<\/span><\/a><\/td>\n<td style=\"width: 40%;\"><a href=\"https:\/\/pytorch.org\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">PyTorch\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/span><\/a><\/td>\n<td style=\"width: 30%;\"><span style=\"font-size: 10pt;\"><a href=\"https:\/\/pytorch.org\/tutorials\/\" target=\"_blank\" rel=\"noopener noreferrer\">PyTorch\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/a><\/span><\/td>\n<\/tr>\n<tr>\n<td style=\"width: 20%;\"><a href=\"https:\/\/keras.io\/ja\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: small;\">Keras<\/span><\/a><\/td>\n<td style=\"width: 40%;\"><a href=\"https:\/\/keras.io\/ja\/#_2\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: 10pt;\">Keras\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5<\/span><\/a><\/td>\n<td style=\"width: 30%;\"><a href=\"https:\/\/keras.io\/ja\/#30keras\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-size: small;\">Keras\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb<\/span><\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4ed6\u306b\u3082\uff0c\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u5bfe\u3057\u3066\uff0c\u591a\u304f\u306e\u4eba\u304c\u53c2\u8003\u306b\u306a\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3092Web\u4e0a\u3067\u516c\u958b\u3057\u3066\u304f\u308c\u3066\u3044\u307e\u3059\u306e\u3067\uff0c\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\n<p>\u53c2\u8003\u307e\u3067\u306b\uff0c\u624b\u59cb\u3081\u306bMNIST\u3068\u547c\u3070\u308c\u308b\u30c7\u30fc\u30bf\u3092\u4f7f\u3044\uff0c\u6587\u5b57\u8a8d\u8b58\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u52d5\u304b\u3059\u3053\u3068\u304c\u591a\u3044\u3088\u3046\u3067\u3059\u3002\u8a66\u3057\u3066\u307f\u3066\u4e0b\u3055\u3044\u3002<\/p>\n<h3>\u3010AI\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u52c9\u5f37\u3011<\/h3>\n<p>\u4e0a\u8a18\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3046\u3053\u3068\u3067\uff0cAI\u3068\u306f\u3069\u306e\u3088\u3046\u306a\u8a08\u7b97\u3092\u3057\u3066\u3044\u308b\u306e\u304b\uff0c\u306a\u3069\u77e5\u3089\u306a\u304f\u3066\u3082\uff0cAI\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\uff0c\u4e2d\u8eab\u3092\u7406\u89e3\u3057\u3066\u4f7f\u3044\u3053\u306a\u3057\u305f\u3044\u5834\u5408\u306f\uff0c\u6b21\u306e\u3088\u3046\u306a\u6570\u5b66\u7684\u306a\u77e5\u8b58\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li>\u7dda\u5f62\u4ee3\u6570<\/li>\n<li>\u5fae\u7a4d\u5206<\/li>\n<li>\u78ba\u7387\u30fb\u7d71\u8a08<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>AI\u306b\u8208\u5473\u306e\u3042\u308b\u4eba\u306f\uff0c\u3053\u308c\u3089\u306e\u52c9\u5f37\u3082\u9811\u5f35\u308c\u3070\u304d\u3063\u3068\u5f79\u306b\u7acb\u3061\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI\u521d\u5fc3\u8005\u306e\u65b9\u3078 \u3053\u308c\u304b\u3089AI\u3092\u59cb\u3081\u308b\u65b9\u306e\u305f\u3081\u306b\u7c21\u5358\u306a\u89e3\u8aac\u3092\u66f8\u304d\u307e\u3057\u305f\u3002\u521d\u5fc3\u8005\u5411\u3051\u306e\u89e3\u8aac\u3067\u3059\u306e\u3067\uff0c\u53b3\u5bc6\u306a\u5b9a\u7fa9\u306b\u62d8\u3089\u305a\u306b\uff0c\u6df1\u5c64\u5b66\u7fd2\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3063\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u3053\u3068\u3092\u4ee5\u4e0bAI\u3068\u547c\u3073\u307e\u3059\u3002 \u3010AI\u3068\u306f\u3011 AI (Artifi &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/procon.img.cs.tut.ac.jp\/?page_id=388\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;AI\u521d\u5fc3\u8005\u306e\u65b9\u3078&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_crdt_document":"","footnotes":""},"class_list":["post-388","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/procon.img.cs.tut.ac.jp\/index.php?rest_route=\/wp\/v2\/pages\/388","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/procon.img.cs.tut.ac.jp\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/procon.img.cs.tut.ac.jp\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/procon.img.cs.tut.ac.jp\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/procon.img.cs.tut.ac.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=388"}],"version-history":[{"count":16,"href":"https:\/\/procon.img.cs.tut.ac.jp\/index.php?rest_route=\/wp\/v2\/pages\/388\/revisions"}],"predecessor-version":[{"id":446,"href":"https:\/\/procon.img.cs.tut.ac.jp\/index.php?rest_route=\/wp\/v2\/pages\/388\/revisions\/446"}],"wp:attachment":[{"href":"https:\/\/procon.img.cs.tut.ac.jp\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=388"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}