{"id":408,"date":"2018-11-05T09:20:05","date_gmt":"2018-11-05T00:20:05","guid":{"rendered":"https:\/\/itport.cloud\/?p=408"},"modified":"2019-04-04T14:10:11","modified_gmt":"2019-04-04T05:10:11","slug":"post-408","status":"publish","type":"post","link":"https:\/\/itport.cloud\/?p=408","title":{"rendered":"\uff08\u7b2c2\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\">\u524d\u56de\u306e\u632f\u308a\u8fd4\u308a<\/a><br><a href=\"#1\">\u6a5f\u68b0\u5b66\u7fd2\u6cd5<\/a><br><a href=\"#2\">\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3068\u306f<\/a><br><a href=\"#3\">\u5b66\u7fd2\u30e2\u30c7\u30eb\u3078\u306e\u5b9f\u88c5<\/a><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"0\">\u524d\u56de\u306e\u632f\u308a\u8fd4\u308a<\/h1>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-it-port\"><div class=\"wp-block-embed__wrapper\">\n<blockquote class=\"wp-embedded-content\" data-secret=\"ELNs5iz0IY\"><a href=\"https:\/\/itport.cloud\/?p=251\">\uff08\u7b2c1\u56de\uff09python\u3067AI\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3010Anaconda\u3011<\/a><\/blockquote><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" src=\"https:\/\/itport.cloud\/?p=251&#038;embed=true#?secret=ELNs5iz0IY\" data-secret=\"ELNs5iz0IY\" width=\"600\" height=\"338\" title=\"&#8220;\uff08\u7b2c1\u56de\uff09python\u3067AI\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u4f5c\u6210\u3010Anaconda\u3011&#8221; &#8212; IT PORT\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe>\n<\/div><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"1\">\u6a5f\u68b0\u5b66\u7fd2\u6cd5<\/h1>\n\n\n\n<p>\u5b66\u7fd2\u30e2\u30c7\u30eb\u4f5c\u6210\u306b\u3042\u305f\u308a\u3001\u76ee\u7684\u3084\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306b\u3088\u3063\u3066\u4f7f\u7528\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u624b\u6cd5\u304c\u7570\u306a\u3063\u3066\u304d\u307e\u3059\u3002<br>\u524d\u56de\u4f5c\u6210\u3057\u305f\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u306f<strong>\u6559\u5e2b\u3042\u308a\u5b66\u7fd2<\/strong>\u3068\u547c\u3070\u308c\u308b\u4e2d\u306e<strong>\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3<\/strong>\u3068\u3044\u3046\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\n\n\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3068\u306f\u3001\u7269\u306e\u7279\u5fb4\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3068\u6b63\u89e3\u3068\u306a\u308b\u30e9\u30d9\u30eb\u304c\u5b58\u5728\u3059\u308b\u30c7\u30fc\u30bf\u3068\u306e\u7d50\u3073\u3064\u304d\u306e\u6cd5\u5247\u3092\u5b66\u7fd2\u3055\u305b\u308b\u624b\u6cd5\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u5206\u985e\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f35.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_1_\u56f35.jpg\" alt=\"\u6b63\u89e3\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\" class=\"wp-image-127\"\/><\/a><\/figure><\/div>\n\n\n\n<p>\u8eab\u8fd1\u306a\u3082\u306e\u3060\u3068\u624b\u66f8\u304d\u6587\u5b57\u306e\u8a8d\u8a3c\u3084\u30ab\u30e1\u30e9\u306e\u753b\u50cf\u8a8d\u8b58\u306f\u6b63\u89e3\u3068\u306a\u308b\u753b\u50cf\u30c7\u30fc\u30bf\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u3092\u884c\u308f\u305b\u305f\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u9006\u306b\u6b63\u89e3\u30e9\u30d9\u30eb\u7121\u3057\u3067\u5b66\u7fd2\u3055\u305b\u308b\u624b\u6cd5\u306f\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3068\u547c\u3070\u308c\u307e\u3059\u3002<br>\u3053\u3061\u3089\u306f\u30c7\u30fc\u30bf\u5206\u6790\u3084\u4e88\u6e2c\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\u8eab\u8fd1\u306a\u3082\u306e\u3060\u3068\u30b7\u30e7\u30c3\u30d4\u30f3\u30b0\u30b5\u30a4\u30c8\u306e\u304a\u3059\u3059\u3081\u51fa\u529b\u306f\u3001\u30e6\u30fc\u30b6\u306e\u8cfc\u5165\uff65\u5546\u54c1\u306e\u95b2\u89a7\u8a18\u9332\u304b\u3089\u5b66\u7fd2\u30e2\u30c7\u30eb\u304c\u4e88\u6e2c\u7d50\u679c\u3092\u51fa\u529b\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"2\">\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3068\u306f<\/h1>\n\n\n\n<p>\n\n\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3068\u306f\u30d1\u30bf\u30fc\u30f3\u8b58\u5225\u306e\u624b\u6cd5\u306e\u4e00\u3064\u3067\u3001\u5f62\u3084\u8272\u306a\u3069\u306e\u7279\u5fb4\u30c7\u30fc\u30bf\u306e\u30b0\u30eb\u30fc\u30d7\u306e\u7bc4\u56f2\u306b\u5bfe\u3057\u3001\u5883\u754c\u7dda\u3092\u5f15\u3044\u3066\u30c7\u30fc\u30bf\u3092\u5206\u985e\u3057\u307e\u3059\u3002<br><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_2_\u56f31.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_2_\u56f31.jpg\" alt=\"\u30c7\u30fc\u30bf\u5206\u985e\" class=\"wp-image-127\"\/><\/a><\/figure><\/div>\n\n\n\n<p>\n\n\u5883\u754c\u7dda\u304b\u3089\u5404\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u307e\u3067\u306e\u8ddd\u96e2\u3092\u5927\u304d\u304f\u3059\u308b\u4e8b\u3067\u30c7\u30fc\u30bf\u5206\u985e\u6642\u306e\u7279\u5fb4\u306e\u8aa4\u5dee\u306e\u8a31\u5bb9\u7bc4\u56f2\u304c\u5e83\u304c\u308a\u3001\u67d4\u8edf\u6027\u3092\u6301\u305f\u305b\u308b\u4e8b\u304c\u3067\u304d\u308b\u306e\u304c\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u306e\u7279\u5fb4\u3067\u3059\u3002\n\n<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_2_\u56f32.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/10\/kumagai_2_\u56f32.jpg\" alt=\"\u30c7\u30fc\u30bf\u5206\u985e2\" class=\"wp-image-127\"\/><\/a><\/figure><\/div>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"3\">\u5b66\u7fd2\u30e2\u30c7\u30eb\u3078\u306e\u5b9f\u88c5<\/h1>\n\n\n\n<p>\u524d\u56de\u7d39\u4ecb\u3057\u305f\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u306fAnaconda\u74b0\u5883\u306b\u3066Python\u3092\u4f7f\u7528\u3057\u3066\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002<br>Anaconda\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u306f\u4e0b\u8a18\u3088\u308a\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<br><a href=\"https:\/\/www.anaconda.com\/download\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.anaconda.com\/download<\/a><\/p>\n\n\n\n<p>Python\u306e<strong>scikit-learn<\/strong>(\u6a5f\u68b0\u5b66\u7fd2\u7528\u306e\u30e9\u30a4\u30d6\u30e9\u30ea)\u306b\u306f\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u95a2\u6570\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u624b\u8efd\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<br>SVC\u30e1\u30bd\u30c3\u30c9<sup id=\"word1\"><a href=\"#note1\">\u203b<\/a><\/sup>\u3067\u8aa4\u5dee\u3092\u3069\u306e\u7a0b\u5ea6\u8a31\u5bb9\u3059\u308b\u304b\u306e\u91cd\u307f\u4ed8\u3051\u3092\u884c\u3044\u3001fit\u30e1\u30bd\u30c3\u30c9<sup><a href=\"#note1\">\u203b<\/a><\/sup>\u3067\u7279\u5fb4\u30c7\u30fc\u30bf\u3068\u6b63\u89e3\u30e9\u30d9\u30eb\u306e\u95a2\u4fc2\u6027\u306e\u5b66\u7fd2\u3092\u884c\u3063\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# \u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3(SVM)\u306b\u3088\u308b\u6a5f\u68b0\u5b66\u7fd2\nclf = svm.SVC(gamma = 0.1, C=100)      # SVM\u306e\u8a2d\u5b9a\u3002gamma\uff65C\u306f\u5883\u754c\u7dda\u3092\u6c7a\u3081\u308b\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<p>\u7279\u5fb4\u30c7\u30fc\u30bf\u3068\u3057\u3066\u8272\uff65\u5f62\uff65\u5e45\uff65\u9ad8\u3055\u3092\u914d\u5217\u306b\u3057\u3066\u3044\u307e\u3059\u304c\u3001fit\u30e1\u30bd\u30c3\u30c9\u306f\u6570\u5024\u3057\u304b\u6271\u3048\u306a\u3044\u306e\u3067\u8272\u3068\u5f62\u306f\u305d\u308c\u305e\u308c\u6570\u5024\u306e\u914d\u5217\u306b\u5909\u63db\u3057\u3066\u3044\u307e\u3059\u3002<br>\u91cd\u307f\u4ed8\u3051\u3092\u5909\u3048\u308b\u3068\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u51fa\u529b\u7d50\u679c\u304c\u5909\u308f\u308a\u307e\u3059\u3002<br>gamma\u306f\u30c7\u30fc\u30bf\u7bc4\u56f2\u3054\u3068\u306e\u5883\u754c\u7dda\u3092\u3069\u308c\u3060\u3051\u8907\u96d1\u306b\u3059\u308b\u304b\u3001C\u306f\u8aa4\u5206\u985e\u3092\u3069\u308c\u3060\u3051\u8a31\u5bb9\u3059\u308b\u304b\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"gamma-0-1-c100-2\">gamma = 0.1, C=100<\/h4>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f34_.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f34_.jpg\" alt=\"\u91cd\u307f\u5909\u66f41\" class=\"wp-image-127\"\/><\/a><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"gamma-0-001-c100-3\">gamma = 0.001, C=100<\/h4>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f35_.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f35_.jpg\" alt=\"\u91cd\u307f\u5909\u66f42\" class=\"wp-image-127\"\/><\/a><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"gamma-1-0-c100-4\">gamma = 1.0, C=100<\/h4>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f36_.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f36_.jpg\" alt=\"\u91cd\u307f\u5909\u66f43\" class=\"wp-image-127\"\/><\/a><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"gamma-0-1-c1-5\">gamma = 0.1, C=1<\/h4>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f37_.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f37_.jpg\" alt=\"\u91cd\u307f\u5909\u66f44\" class=\"wp-image-127\"\/><\/a><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"gamma-0-1-c0-15-6\">gamma = 0.1, C=0.15<\/h4>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><a href=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f38_.jpg\"><img decoding=\"async\" src=\"https:\/\/itport.cloud\/wp-content\/uploads\/2018\/11\/kumagai_2_\u56f38_.jpg\" alt=\"\u91cd\u307f\u5909\u66f45\" class=\"wp-image-127\"\/><\/a><\/figure><\/div>\n\n\n\n<p>\u5b9f\u969b\u306f\u6570\u70b9\u306e\u30c1\u30a7\u30c3\u30af\u3067\u306f\u671b\u3093\u3060\u51fa\u529b\u304c\u884c\u308f\u308c\u308b\u304b\u306f\u5206\u304b\u3089\u305a\u3001\u4f55\u30d1\u30bf\u30fc\u30f3\u3082\u5165\u529b\u3092\u8a66\u3057\u305f\u308a\u3001\u91cd\u307f\u3092\u8abf\u6574\u3057\u305f\u308a\u3001\u5225\u306e\u30c7\u30fc\u30bf\u3092\u4e0e\u3048\u3066\u5b66\u7fd2\u3092\u7e70\u308a\u8fd4\u3059\u306a\u3069\u306e\u8abf\u6574\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6b21\u56de\u306fAnaconda\u74b0\u5883\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3084\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u884c\u65b9\u6cd5\u306b\u89e6\u308c\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"#word1\">\u203b<\/a>\u672c\u8a18\u4e8b\u306b\u8a18\u8f09\u3057\u305f\u7528\u8a9e\u306f\u5225\u8a18\u4e8b\u306b\u3066\u3054\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059<\/p>\n\n\n<ul class=\"lcp_catlist\" id=\"lcp_instance_0\"><\/ul>\n","protected":false},"excerpt":{"rendered":"\u76ee\u6b21 \u524d\u56de\u306e\u632f\u308a\u8fd4\u308a\u6a5f\u68b0\u5b66\u7fd2\u6cd5\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3068\u306f\u5b66\u7fd2\u30e2\u30c7\u30eb\u3078\u306e\u5b9f\u88c5 \u524d\u56de\u306e\u632f\u308a\u8fd4\u308a https:\/\/itport.cloud\/?p=251\u524d\u56de\u306fAI\u306e\u5b66\u7fd2\u30e2\u30c7\u30eb\u4f5c\u6210\u306e\u5927\u307e\u304b\u306a\u6d41\u308c\u3092\u304a\u4f1d\u3048\u3057\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u524d\u56de\u4f5c\u6210\u3057\u305f\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6a5f\u68b0\u5b66\u7fd2\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002 \u6a5f\u68b0\u5b66\u7fd2\u6cd5 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