{"id":5897,"date":"2016-11-16T15:00:49","date_gmt":"2016-11-16T06:00:49","guid":{"rendered":"http:\/\/sitest.jp\/blog\/?p=5897"},"modified":"2016-11-15T13:17:00","modified_gmt":"2016-11-15T04:17:00","slug":"%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%ef%bc%88machine-learning%ef%bc%89%e3%81%a8%e3%81%af%ef%bc%9f%e9%9d%9e%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e3%81%8c%e6%8c%af%e3%82%8a%e8%bf%94%e3%81%a3","status":"publish","type":"post","link":"https:\/\/sitest.jp\/blog\/?p=5897","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2\uff08Machine Learning\uff09\u3068\u306f\uff1f\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u632f\u308a\u8fd4\u3063\u3066\u307f\u305f\u3002"},"content":{"rendered":"<p>\u4eca\u306e\u4eba\u5de5\u77e5\u80fd\u6280\u8853\u306b\u6b20\u304b\u3059\u3053\u3068\u306e\u51fa\u6765\u306a\u3044\u6a5f\u68b0\u5b66\u7fd2\u3068\u306f\u4f55\u304b\uff1f<br \/>\n<a href=\"https:\/\/ja.wikipedia.org\/wiki\/%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92\" target=\"_blank\" rel=\"nofollow\">\u30a6\u30a3\u30ad\u30da\u30c7\u30a3\u30a2<\/a>\u306b\u306f<\/p>\n<blockquote><p>\u6a5f\u68b0\u5b66\u7fd2\uff08\u304d\u304b\u3044\u304c\u304f\u3057\u3085\u3046\u3001\u82f1: machine learning\uff09\u3068\u306f\u3001\u4eba\u5de5\u77e5\u80fd\u306b\u304a\u3051\u308b\u7814\u7a76\u8ab2\u984c\u306e\u4e00\u3064\u3067\u3001\u4eba\u9593\u304c\u81ea\u7136\u306b\u884c\u3063\u3066\u3044\u308b\u5b66\u7fd2\u80fd\u529b\u3068\u540c\u69d8\u306e\u6a5f\u80fd\u3092\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u5b9f\u73fe\u3057\u3088\u3046\u3068\u3059\u308b\u6280\u8853\u30fb\u624b\u6cd5\u306e\u3053\u3068\u3067\u3042\u308b\u3002<\/p><\/blockquote>\n<p>\u3068\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u6628\u4eca\u306e\u4eba\u5de5\u77e5\u80fd\u306e\u30c8\u30d4\u30c3\u30af\u306b\u306f\u5fc5\u305a\u3068\u8a00\u3063\u3066\u3044\u3044\u307b\u3069\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u3088\u308b\u25ef\u25ef\u3001\u3068\u3044\u3046\u89e3\u8aac\u304c\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u73fe\u6642\u70b9\u3067\u306e\u6700\u65b0\u6280\u8853\u3092\u5c0e\u5165\u3057\u305f\u3053\u3068\u3067\u4eba\u5de5\u77e5\u80fd\u304c\u5b8c\u6210\u306b\u5411\u304b\u3063\u3066\u3044\u308b\u304b\u306e\u3088\u3046\u306a\u30a4\u30e1\u30fc\u30b8\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u5b9f\u306f\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u306e\u6280\u8853\u81ea\u4f53\u306f\u3051\u3063\u3057\u3066\u65b0\u3057\u3044\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u9ece\u660e\u671f\u3068\u540c\u3058\u9803\u307e\u3067\u9061\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<br \/>\n<!--more--><\/p>\n<div class=\"frame_headding\">\n<h3 style=\"text-align: left;\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u306f\u3058\u307e\u308a<\/h3>\n<\/div>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u7236\u3001<a href=\"https:\/\/ja.wikipedia.org\/wiki\/%E3%82%A2%E3%83%BC%E3%82%B5%E3%83%BC%E3%83%BB%E3%82%B5%E3%83%9F%E3%83%A5%E3%82%A8%E3%83%AB\" target=\"_blank\" rel=\"nofollow\">\u30a2\u30fc\u30b5\u30fc\u30fb\u30b5\u30df\u30e5\u30a8\u30eb<\/a>\u306b\u3088\u308c\u3070\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e3b\u306a\u76ee\u7684\u306f\u3001\u300c\u660e\u793a\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u66f8\u304f\u3053\u3068\u306a\u304f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3092\u52d5\u4f5c\u3055\u305b\u308b\u300d\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<br \/>\n1952\u5e74\u3001\u30a2\u30fc\u30b5\u30fc\u30fb\u30b5\u30df\u30e5\u30a8\u30eb\u306f\u30dc\u30fc\u30c9\u30b2\u30fc\u30e0\u3001<a href=\"https:\/\/ja.wikipedia.org\/wiki\/%E3%83%81%E3%82%A7%E3%83%83%E3%82%AB%E3%83%BC\" target=\"_blank\" rel=\"nofollow\">\u30c1\u30a7\u30c3\u30ab\u30fc<\/a>\u3067\u81ea\u5206\u3088\u308a\u5f37\u3044\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3092\u4f5c\u308a\u3001\u305d\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4eba\u9593\u3068\u5bfe\u6226\u3055\u305b\u3088\u3046\u3068\u8003\u3048\u307e\u3057\u305f\u3002<br \/>\n<img loading=\"lazy\" src=\"https:\/\/storage.googleapis.com\/sitest-wp\/blog\/wp-content\/uploads\/2016\/11\/3508ArtSamuel.jpg\" alt=\"3508ArtSamuel\" width=\"359\" height=\"480\" class=\"aligncenter size-full wp-image-5979\" \/><br \/>\n\u753b\u50cf\u51fa\u5178:Stanford InfoLab<\/p>\n<p>\u3057\u304b\u3057\u3001\u81ea\u5206\u3088\u308a\u5f37\u3044\u30d7\u30ec\u30a4\u30e4\u30fc\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3059\u308b\u3063\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u65b9\u6cd5\u304c\u3042\u308b\u306e\u3067\u3057\u3087\u3046\u304b\u2026\uff1f<br \/>\n\u304b\u3064\u3066\u306f\uff08\u305d\u3057\u3066\u4eca\u3067\u3082\u6b86\u3069\u306e\u5834\u5408\uff09\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u306a\u306b\u304c\u3057\u304b\u306e\u51e6\u7406\u3092\u3055\u305b\u305f\u3051\u308c\u3070\u3001\u305d\u308c\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\n\u305d\u3082\u305d\u3082\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u306b\u3055\u3048\u308f\u304b\u3089\u306a\u3044\u3053\u3068\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u8a18\u8ff0\u3057\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306b\u5b9f\u884c\u3055\u305b\u308b\u3053\u3068\u306f\u4e0d\u53ef\u80fd\u306e\u3088\u3046\u306b\u601d\u308f\u308c\u307e\u3059\u3002<br \/>\n\u203b\u30a2\u30fc\u30b5\u30fc\u30fb\u30b5\u30df\u30e5\u30a8\u30eb\u81ea\u8eab\u3082\u3042\u307e\u308a\u4e0a\u624b\u306a\u30c1\u30a7\u30c3\u30ab\u30fc\u30d7\u30ec\u30fc\u30e4\u30fc\u3067\u306f\u306a\u304b\u3063\u305f\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u5f7c\u306f\u300cSamuel Checkers-playing Program\u300d\u3092\u4f5c\u6210\u3057\u3001\u3053\u306e\u5230\u5e95\u89e3\u6c7a\u3057\u305d\u3046\u306b\u306a\u3044\u554f\u984c\u306b\u7b54\u3048\u3092\u51fa\u3057\u307e\u3059\u3002<br \/>\n\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u81ea\u8eab\u306b\u30c1\u30a7\u30c3\u30ab\u30fc\u306e\u5bfe\u5c40\u3092\u3055\u305b\u3001\u6570\u5343\u3082\u306e\u30b2\u30fc\u30e0\u3092\u884c\u308f\u305b\u308b\u3053\u3068\u3067\u52dd\u3061\u306b\u7d50\u3073\u3064\u304f\u30d1\u30bf\u30fc\u30f3\u3084\u8ca0\u3051\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u8a8d\u8b58\u3055\u305b\u308b\u3068\u3044\u3046\u65b9\u6cd5\u3067\u3001\u6700\u7d42\u7684\u306b\u3053\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u306f1962\u5e74\u306b\u306f\u30b3\u30cd\u30c1\u30ab\u30c3\u30c8\u5dde\u30c1\u30e3\u30f3\u30d4\u30aa\u30f3\u3092\u5012\u3059\u307e\u3067\u306b\u6210\u9577\u3057\u307e\u3057\u305f\u3002<br \/>\n\u3053\u306e\u300cSamuel Checkers-playing Program\u300d\u3053\u305d\u304c\u3001\u4e16\u754c\u521d\u306e\u5b66\u7fd2\u578b\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<div class=\"frame_headding\">\n<h3 style=\"text-align: left;\">\u5b66\u7fd2\u624b\u6cd5\u3044\u308d\u3044\u308d<\/h3>\n<\/div>\n<p>\u5b66\u7fd2\u3055\u305b\u305f\u3044\u7528\u9014\u3001\u76ee\u7684\u306b\u3088\u3063\u3066\u6709\u52b9\u306a\u5b66\u7fd2\u624b\u6cd5\u306f\u5909\u308f\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u306f\u5927\u304d\u304f3\u3064\u306b\u5206\u985e\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 style=\"text-align: left\">\n\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\uff08Supervised Learning\uff09<\/h3>\n<p>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3042\u3089\u304b\u3058\u3081\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5165\u529b\u3057\u3001\u305d\u308c\u3092\u3082\u3068\u306b\u5b66\u7fd2\u3057\u3066\u3044\u304f\u306e\u3067supervised learning\u3068\u547c\u3070\u308c\u307e\u3059\u3002<br \/>\n\u5165\u529b\u30c7\u30fc\u30bf\u306f\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u547c\u3070\u308c\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\uff08\u4f8b\u3048\u3070\u300c\u30b9\u30d1\u30e0\u3067\u3042\u308b\u304b\u306a\u3044\u304b\u300d\uff09\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u3042\u308b\u3044\u306f\u7d50\u679c\uff08\u3042\u308b\u6642\u70b9\u3067\u306e\u4e0d\u52d5\u7523\u4fa1\u5024\u306a\u3069\uff09\u304c\u660e\u3089\u304b\u306a\u3082\u306e\u304c\u5fc5\u8981\u3067\u3059\u3002<br \/>\n\u8a13\u7df4\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u3001\u30e9\u30d9\u30eb\u306e\u4ed8\u3044\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\u306e\u30e9\u30d9\u30eb\u5024\u3092\u3044\u304f\u3064\u304b\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u4f7f\u3063\u3066\u4e88\u6e2c\u3057\u307e\u3059\u3002<br \/>\n\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u4e00\u822c\u306b\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u304b\u3089\u5c06\u6765\u8d77\u3053\u308a\u305d\u3046\u306a\u4e8b\u8c61\u3092\u4e88\u6e2c\u3059\u308b\u7528\u9014\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002<\/p>\n<h3 style=\"text-align: left\">\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\uff08Unsupervised Learning\uff09<\/h3>\n<p>\u3053\u308c\u306f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u3061\u304c\u3044\u3001\u5b66\u7fd2\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u308b\u3051\u308c\u3069\u3001\u30e9\u30d9\u30eb\u306f\u4e0e\u3048\u306a\u3044\u3001\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<br \/>\n\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u81ea\u8eab\u304c\u3001\u30c7\u30fc\u30bf\u306e\u610f\u5473\u3092\u7a81\u304d\u6b62\u3081\u306a\u304f\u3066\u306f\u306a\u3089\u305a\u3001\u3053\u306e\u5b66\u7fd2\u624b\u6cd5\u306e\u76ee\u7684\u306f\u3001\u30c7\u30fc\u30bf\u3092\u63a2\u7d22\u3057\u3066\u30c7\u30fc\u30bf\u305d\u306e\u3082\u306e\u304c\u3069\u306e\u3088\u3046\u306a\u69cb\u9020\u3001\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u308b\u306e\u304b\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3059\u3002<br \/>\n\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306f\u3001\u5546\u53d6\u5f15\u30c7\u30fc\u30bf\u306a\u3069\u306e\u5206\u6790\u306b\u5bfe\u3057\u3066\u5b9f\u7528\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<br \/>\n\u4f8b\u3048\u3070\u3088\u304f\u4f3c\u305f\u5c5e\u6027\u3092\u6301\u3064\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u81f3\u3063\u305f\u30a2\u30af\u30bb\u30b9\u304c\u62bd\u51fa\u3067\u304d\u308c\u3070\u3001\u305d\u306e\u30bb\u30b0\u30e1\u30f3\u30c8\u306b\u7279\u5316\u3057\u305f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6d3b\u52d5\u304c\u5c55\u958b\u3067\u304d\u307e\u3059\u3002<br \/>\n\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u4ee5\u524d\u304b\u3089\u5927\u624bEC\u30b5\u30a4\u30c8\u3067\u306e\u5546\u54c1\u306e\u30ec\u30b3\u30e1\u30f3\u30c9\u30a8\u30f3\u30b8\u30f3\u306a\u3069\u306b\u3082\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 style=\"text-align: left\">\u5f37\u5316\u5b66\u7fd2\uff08reinforcement learning\uff09<\/h3>\n<p>\u5f37\u5316\u5b66\u7fd2\u306f\u9023\u7d9a\u3057\u305f\u3084\u308a\u3068\u308a\u306e\u306a\u304b\u3067\u8a66\u884c\u932f\u8aa4\u3092\u901a\u3058\u3066\u3001\u5b66\u7fd2\u3055\u305b\u308b\u3082\u306e\u3067\u3059\u3002<br \/>\n\u5f37\u5316\u5b66\u7fd2\u306f\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306b\u4f3c\u3066\u3044\u307e\u3059\u304c\u3001\u30e9\u30d9\u30eb\u306f\u63d0\u793a\u3055\u308c\u307e\u305b\u3093\u3002\u3067\u306f\u4f55\u304c\u4e0e\u3048\u3089\u308c\u308b\u304b\u3068\u3044\u3046\u3068\u3001\u300c\u8a55\u4fa1\u30fb\u5831\u916c\u300d\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u5f37\u5316\u5b66\u7fd2\u3067\u306f\u4f55\u304c\u826f\u3044\u72b6\u614b\u306a\u306e\u304b\u3092\u660e\u78ba\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u6c42\u3081\u3066\u3044\u308b\u52d5\u4f5c\u304c\u660e\u78ba\u3067\u306a\u3044\u3068\u4f55\u3092\u57fa\u6e96\u306b\u9023\u7d9a\u3057\u305f\u53d6\u308a\u7d44\u307f\u3092\u3057\u3066\u3044\u3051\u3070\u3044\u3044\u306e\u304b\u304c\u308f\u304b\u3089\u306a\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<p><iframe width=\"560\" height=\"315\" src=\"https:\/\/www.youtube.com\/embed\/V1eYniJ0Rnk\" frameborder=\"0\" allowfullscreen><\/iframe><\/p>\n<p>\u6709\u540d\u306a\u306e\u304cGoogle\u306eDQN(Deep Q Network) \u3067\u3059\u3002<br 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