{"id":251,"date":"2018-10-05T17:44:19","date_gmt":"2018-10-05T08:44:19","guid":{"rendered":"https:\/\/itport.cloud\/?p=251"},"modified":"2019-05-30T19:53:35","modified_gmt":"2019-05-30T10:53:35","slug":"post-251","status":"publish","type":"post","link":"https:\/\/itport.cloud\/?p=251","title":{"rendered":"\uff08\u7b2c1\u56de\uff09python\u3067AI\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3010Anaconda\u3011"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\" id=\"e79baee6aca1-1\">\u76ee\u6b21<\/h1>\n\n\n\n<p><a href=\"#0\">AI\u3068\u306f<\/a><br><a href=\"#1\">\u5b9f\u884c\u74b0\u5883<\/a><br><a href=\"#2\">AI\u30d7\u30ed\u30b0\u30e9\u30e0\u4f5c\u6210\u306e\u5927\u307e\u304b\u306a\u6d41\u308c<\/a><br><a href=\"#3\">\u6a5f\u68b0\u5b66\u7fd2<\/a><br><a href=\"#4\">\u5b66\u7fd2\u30e2\u30c7\u30eb\u4f5c\u6210<\/a><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"0\">AI\u3068\u306f<\/h1>\n\n\n\n<p>\u6628\u4eca\u8a71\u984c\u3092\u8033\u306b\u3059\u308b\u6a5f\u4f1a\u3082\u5897\u3048\u3066\u3044\u308bAI\u3001\u307f\u306a\u3055\u3093\u306f\u3069\u306e\u3088\u3046\u306a\u30a4\u30e1\u30fc\u30b8\u3092\u304a\u6301\u3061\u3067\u3057\u3087\u3046\u304b\u3002<br>SF\u3082\u306e\u306e\u30d5\u30a1\u30f3\u30bf\u30b8\u30fc\u5275\u4f5c\u306b\u767b\u5834\u3059\u308b\u3088\u3046\u306a\u3001\u81ea\u5206\u3067\u8003\u3048\u3001\u5b66\u7fd2\u3057\u3001\u5224\u65ad\u3092\u4e0b\u3057\u3066\u5b9f\u884c\u3059\u308b\u30ed\u30dc\u30c3\u30c8\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u3092\u60f3\u50cf\u3059\u308b\u3067\u3057\u3087\u3046\u304b\u3002<br>\u73fe\u5b9f\u306f\u305d\u3053\u307e\u3067\u306e\u57df\u307e\u3067\u306f\u5230\u9054\u3057\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u8fd1\u3044\u5c06\u6765\u305d\u3093\u306a\u30ed\u30dc\u30c3\u30c8\u304c\u767b\u5834\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>AI\u3068\u306f\u3001\u4e0a\u8a18\u306e\u30ed\u30dc\u30c3\u30c8\u306e\u982d\u8133\u306b\u3042\u305f\u308b\u90e8\u5206\u3067\u3042\u308a\u3001\u8907\u96d1\u306a\u601d\u8003\u3092\u5b9f\u73fe\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3059\u3002<br>\u5f93\u6765\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3068\u7570\u306a\u308a\u3001\u5165\u529bA\u306b\u5bfe\u3057B\u3092\u51fa\u529b\u3068\u3044\u3063\u305f\u6c7a\u307e\u3063\u305f\u52d5\u4f5c\u3067\u306f\u306a\u304f\u3001<br>\u30d7\u30ed\u30b0\u30e9\u30e0\u81ea\u8eab\u304c\u5224\u65ad\u3057\u305f\u7d50\u679c\u304c\u51fa\u529b\u3055\u308c\u3001\u5224\u65ad\u57fa\u6e96\u3082\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5b66\u7fd2\u3057\u3066\u6c7a\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306fAI\u6280\u8853\u306b\u89e6\u308c\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"1\">\u5b9f\u884c\u74b0\u5883<\/h1>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u74b0\u5883\u3067AI\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<table class=\"wp-block-table\"><tbody><tr><th>OS<\/th><th>\u5b9f\u884c\u74b0\u5883<\/th><th>\u4f7f\u7528\u8a00\u8a9e<\/th><\/tr><tr><td>Windows 10<\/td><td>Anaconda for Windows<\/td><td>Python<\/td><\/tr><\/tbody><\/table>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"2\">AI\u30d7\u30ed\u30b0\u30e9\u30e0\u4f5c\u6210\u306e\u5927\u307e\u304b\u306a\u6d41\u308c<\/h1>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f31.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f31.jpg\" alt=\"\u30d7\u30ed\u30b0\u30e9\u30e0\u4f5c\u6210\" class=\"wp-image-127\"\/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f33.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f33.jpg\" alt=\"\u6a5f\u68b0\u5b66\u7fd2\" class=\"wp-image-127\"\/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f32__.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f32__.jpg\" alt=\"\u5165\u51fa\u529b\" class=\"wp-image-127\"\/><\/a><\/figure>\n\n\n\n<p>AI\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u4e8b\u3092<strong>\u5b66\u7fd2\u30e2\u30c7\u30eb<\/strong>\u3068\u547c\u3073\u307e\u3059\u3002<br>\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u4f5c\u6210\u3057\u307e\u3059\u3002<br>\u307e\u305a\u306f\u666e\u901a\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u540c\u69d8\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3057\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u307e\u3059\u3002<br><br>\u6b21\u306b\u3001\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0(\u5b66\u7fd2\u30e2\u30c7\u30eb)\u306b\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u3001<br>\u5165\u529b\u3068\u51fa\u529b\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u899a\u3048\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u5de5\u7a0b\u3092<strong>\u6a5f\u68b0\u5b66\u7fd2<\/strong>\u3068\u547c\u3073\u307e\u3059\u3002<br><br>\u4e0e\u3048\u305f\u5165\u529b\u3068\u51fa\u529b\u306e\u30d1\u30bf\u30fc\u30f3\u304b\u3089\u3001\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u6cd5\u5247\u6027\u3092\u898b\u3064\u3051\u51fa\u3057\u3001<br>\u5165\u529b\u306b\u5bfe\u3057\u3066\u5b66\u7fd2\u30e2\u30c7\u30eb\u81ea\u8eab\u304c\u51fa\u529b\u3092\u5224\u65ad\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br>\u6a5f\u68b0\u5b66\u7fd2\u3092\u884c\u3063\u305f\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3092\u4e0e\u3048\u308b\u3068\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u5224\u65ad\u3057\u305f\u7d50\u679c\u304c\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<br><br>\u8fd1\u5e74\u76ee\u306b\u3059\u308b\u6a5f\u4f1a\u3082\u591a\u3044<strong>\u753b\u50cf\u8a8d\u8b58<\/strong>\u3082\u81a8\u5927\u306a\u753b\u50cf\u30c7\u30fc\u30bf\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u3092\u884c\u3063\u305f\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"3\">\u6a5f\u68b0\u5b66\u7fd2<\/h1>\n\n\n\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306b\u3064\u3044\u3066\u3082\u3046\u5c11\u3057\u7d30\u304b\u304f\u898b\u3066\u3044\u304d\u307e\u3059\u3002<br>\u5c11\u91cf\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u305f\u3060\u3051\u3067\u306f\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u5927\u96d1\u628a\u306a\u5224\u65ad\u3057\u304b\u3055\u305b\u308b\u4e8b\u304c\u3067\u304d\u305a\u3001\u3068\u3093\u3061\u3093\u304b\u3093\u306a\u51fa\u529b\u3092\u884c\u3044\u307e\u3059\u304c\u3001<br>\u6570\u4e07\u4ef6\u4ee5\u4e0a\u306e\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u308b\u3068\u304b\u306a\u308a\u6b63\u78ba\u306a\u5224\u65ad\u3092\u4e0b\u3059\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b66\u7fd2\u30821\u56de\u3060\u3051\u3067\u306a\u304f\u3001\u9055\u3046\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u3001\u7e70\u308a\u8fd4\u3057\u5b66\u7fd2\u3092\u884c\u308f\u305b\u308b\u4e8b\u3067\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u4e8b\u3082\u3067\u304d\u307e\u3059<br>(<strong>\u53cd\u5fa9\u5b66\u7fd2<\/strong>\u3068\u547c\u3073\u307e\u3059\u3002\u4e0e\u3048\u308b\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u3088\u3063\u3066\u306f\u53cd\u5fa9\u5b66\u7fd2\u6642\u306b\u304b\u3048\u3063\u3066\u7cbe\u5ea6\u304c\u843d\u3061\u308b\u305f\u3081\u3001<br>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u9078\u5225(\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0)\u3084\u5f8c\u8ff0\u306e\u30d0\u30a4\u30a2\u30b9\u5024\u306e\u8abf\u6574\u3092\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059)\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f34_.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f34_.jpg\" alt=\"\u6a5f\u68b0\u5b66\u7fd22\" class=\"wp-image-127\"\/><\/a><\/figure>\n\n\n\n<p>\u307e\u305f\u3001\u5b66\u7fd2\u306e\u65b9\u6cd5\u3082\u69d8\u3005\u3067\u3001\u4f5c\u6210\u3059\u308b\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<br>\u5b66\u7fd2\u306b\u306f<strong>\u91cd\u307f<\/strong>\u3068\u3044\u3046\u30d0\u30a4\u30a2\u30b9\u5024\u3092\u4e0e\u3048\u308b\u4e8b\u304c\u3067\u304d\u3001\u5165\u51fa\u529b\u5024\u9593\u306e\u6cd5\u5247\u6027\u3092\u5224\u65ad\u3059\u308b\u5883\u754c\u3092\u5909\u66f4\u3059\u308b\u4e8b\u304c\u3067\u304d\u307e\u3059\u3002<br><br>\u4eca\u56de\u306f\u30b5\u30f3\u30d7\u30eb\u3068\u3057\u3066\u3001\u7279\u5fb4\u3092\u3044\u304f\u3064\u304b\u4e0e\u3048\u308b\u3068\u7d50\u679c\u3092\u4e88\u6e2c\u3057\u3066\u51fa\u529b\u3059\u308b\u5b66\u7fd2\u30e2\u30c7\u30eb\u30921\u3064\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"4\">\u5b66\u7fd2\u30e2\u30c7\u30eb\u4f5c\u6210<\/h1>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f36.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f36.jpg\" alt=\"Jupyter\u4f8b\" class=\"wp-image-127\"\/><\/a><\/figure>\n\n\n\n<p>\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u4f5c\u6210\u306f<strong>Anaconda<\/strong>\u306e<strong>Jupyter Notebook<\/strong>\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<br>\u30d6\u30e9\u30a6\u30b6\u4e0a\u306e\u30a8\u30c7\u30a3\u30bf\u3067\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u3001Python\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<br>py\u5f62\u5f0f\u3067\u4f5c\u6210\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u5b9f\u884c\u3059\u308b\u4e8b\u3082\u3067\u304d\u307e\u3059\u3002<br><br>\u4eca\u56de\u306f\u4ee5\u4e0b\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u2460\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u51fa\u529b\u3059\u308b\u30d7\u30ed\u30b0\u30e9\u30e0<br>\u2461\u5b66\u7fd2\u30e2\u30c7\u30eb\u3068\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u547c\u3073\u51fa\u3057\u3001\u5b66\u7fd2\u3092\u884c\u308f\u305b\u308b\u30d7\u30ed\u30b0\u30e9\u30e0<br>\u2462\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u547c\u3073\u51fa\u3057\u3001\u5165\u529b\u5024\u3092\u4e0e\u3048\u3001\u7d50\u679c\u3092\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u30d7\u30ed\u30b0\u30e9\u30e0<\/p>\n\n\n\n<p>\u5b66\u7fd2\u30e2\u30c7\u30eb\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u5185\u3067\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u307e\u3059\u3002<br>Python\u306b\u306f\u4fbf\u5229\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u8c4a\u5bcc\u306b\u5b58\u5728\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u5bb9\u6613\u306b\u884c\u3046\u4e8b\u304c\u3067\u304d\u307e\u3059\u3002<br>\u4eca\u56de\u306f<strong>scikit-learn<\/strong>\u3068\u3044\u3046\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: python; title: ; notranslate\" title=\"\">\nfrom sklearn import svm                # \u6a5f\u68b0\u5b66\u7fd2\u306b\u4f7f\u3046 \nfrom sklearn.externals import joblib   # \u5b66\u7fd2\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u306e\u5165\u529b\uff65\u51fa\u529b\u306b\u4f7f\u3046 \n\n#------------------------------------------------------------------------- \n#   \u4e2d\u7565 \n#------------------------------------------------------------------------- \n\n# \u6a5f\u68b0\u5b66\u7fd2 \nclf = svm.SVC(gamma = 0.1, C=100)      # \u6a5f\u68b0\u5b66\u7fd2\u306e\u8a2d\u5b9a\u3002gamma\uff65C\u306f\u91cd\u307f(\u30d0\u30a4\u30a2\u30b9\u5024) \nclf.fit(test_x, label_i)               # \u6a5f\u68b0\u5b66\u7fd2\u3002test_x\uff1a\u7279\u5fb4\u30c7\u30fc\u30bf\u306e\u914d\u5217  label_i\uff1a\u6b63\u89e3\u30e9\u30d9\u30eb\u306e\u914d\u5217 \n\n# \u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u5916\u90e8\u51fa\u529b \njoblib.dump(clf,'test_learn_model.pkl',compress=True)\n<\/pre><\/div>\n\n\n<figure class=\"wp-block-image\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_sample1_2.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_sample1_2.jpg\" alt=\"\u5165\u51fa\u529b\" class=\"wp-image-127\"\/><\/a><\/figure>\n\n\n\n<p>\u2462\u306b\u5165\u529b\u5024(\u8272\uff65\u5f62\uff65\u9ad8\u3055\uff65\u5e45)\u3092\u4e0e\u3048\u305f\u7d50\u679c\u304c\u4e0b\u8a18\u306b\u306a\u308a\u307e\u3059\u3002<br>\u2461\u3067\u4e0e\u3048\u308b\u5b66\u7fd2\u30c7\u30fc\u30bf\u3084\u91cd\u307f\u3092\u5909\u3048\u308b\u3068\u3053\u306e\u51fa\u529b\u7d50\u679c\u306f\u5168\u304f\u7570\u306a\u308b\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002<br><br>\u6b21\u306f\u753b\u50cf\u8a8d\u8b58\u3092\u884c\u3046\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e8b\u696d\u3060\u3051\u3067\u306a\u304f\u3001\u8eab\u8fd1\u306a\u4f55\u6c17\u7121\u3044\u5206\u91ce\u306b\u307e\u3067\u5c0e\u5165\u3055\u308c\u3066\u304d\u3066\u3044\u308bAI\u3067\u3059\u304c\u3001<br>\u79c1\u3082\u7406\u89e3\u3092\u6df1\u3081\u3001\u60c5\u5831\u3092\u767a\u4fe1\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n<ul class=\"lcp_catlist\" id=\"lcp_instance_0\"><\/ul>\n","protected":false},"excerpt":{"rendered":"\u76ee\u6b21 AI\u3068\u306f\u5b9f\u884c\u74b0\u5883AI\u30d7\u30ed\u30b0\u30e9\u30e0\u4f5c\u6210\u306e\u5927\u307e\u304b\u306a\u6d41\u308c\u6a5f\u68b0\u5b66\u7fd2\u5b66\u7fd2\u30e2\u30c7\u30eb\u4f5c\u6210 AI\u3068\u306f 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