{"id":123343,"date":"2024-03-24T10:50:12","date_gmt":"2024-03-24T01:50:12","guid":{"rendered":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%82%b4%e3%83%9f%e5%88%86%e5%88%a5%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95\/"},"modified":"2024-04-04T12:21:44","modified_gmt":"2024-04-04T03:21:44","slug":"python%e3%81%a7%e3%82%b4%e3%83%9f%e5%88%86%e5%88%a5%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/ja\/blog\/python%e3%81%a7%e3%82%b4%e3%83%9f%e5%88%86%e5%88%a5%e3%82%b7%e3%82%b9%e3%83%86%e3%83%a0%e3%82%92%e5%ae%9f%e8%a3%85%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95\/","title":{"rendered":"Python\u3067\u30b4\u30df\u5206\u5225\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p>\u753b\u50cf\u8a8d\u8b58\u3068\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u6d3b\u7528\u3057\u3066Python\u3067\u30b4\u30df\u306e\u5206\u5225\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u63d0\u6848\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u7c21\u5358\u306a\u5b9f\u88c5\u69cb\u60f3\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u30c7\u30fc\u30bf\u53ce\u96c6: \u6709\u5bb3\u3054\u307f\u3001\u30ea\u30b5\u30a4\u30af\u30eb\u3054\u307f\u3001\u751f\u3054\u307f\u3001\u4e00\u822c\u3054\u307f\u306e\u30b4\u30df\u5206\u5225\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u53ce\u96c6\u3059\u308b\u304b\u3001\u81ea\u5206\u3067\u53ce\u96c6\u3057\u307e\u3059\u3002<\/li>\n<li>\u753b\u50cf\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\uff08OpenCV\u306a\u3069\uff09\u3092\u7528\u3044\u3066\u3001\u753b\u50cf\u306e\u524d\u51e6\u7406\u3092\u884c\u3046\u3002\u524d\u51e6\u7406\u306b\u306f\u3001\u753b\u50cf\u306e\u30b5\u30a4\u30ba\u5909\u66f4\u3001\u30b0\u30ec\u30fc\u30b9\u30b1\u30fc\u30eb\u5316\u3001\u30ce\u30a4\u30ba\u9664\u53bb\u306a\u3069\u304c\u542b\u307e\u308c\u308b\u3002<\/li>\n<li>\u7279\u5fb4\u62bd\u51fa\uff1a\u753b\u50cf\u306e\u7279\u5fb4\u62bd\u51fa\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u8272\u30d2\u30b9\u30c8\u30b0\u30e9\u30e0\u3001\u30c6\u30af\u30b9\u30c1\u30e3\u7279\u5fb4\u306a\u3069\uff09\u3092\u4f7f\u7528\u3057\u3066\u753b\u50cf\u306e\u7279\u5fb4\u30d9\u30af\u30c8\u30eb\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n<li>\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\uff1ascikit-learn\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff08SVM\uff09\u3001\u6c7a\u5b9a\u6728\u306a\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u5206\u985e\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3057\u307e\u3059\u3002<\/li>\n<li>\u30e2\u30c7\u30eb\u8a55\u4fa1\uff1a\u30c6\u30b9\u30c8\u96c6\u5408\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3001\u30ea\u30b3\u30fc\u30eb\u306a\u3069\u306e\u6307\u6a19\u3092\u8a55\u4fa1\u3057\u3001\u30af\u30ed\u30b9\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u306e\u624b\u6cd5\u3092\u884c\u3046\u3053\u3068\u3067\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30e2\u30c7\u30eb\u9069\u7528\uff1a\u5b66\u7fd2\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u65b0\u3057\u3044\u753b\u50cf\u306e\u5206\u985e\u3092\u4e88\u6e2c\u3059\u308b\u3002\u30e2\u30c7\u30eb\u3092\u30ed\u30fc\u30c9\u3057\u3001\u524d\u51e6\u7406\u6e08\u307f\u306e\u753b\u50cf\u3092\u5165\u529b\u3057\u3066\u5206\u985e\u7d50\u679c\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<p>\u4ee5\u4e0b\u306b\u7c21\u5358\u306a\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"hljs-keyword\">import<\/span> cv2\r\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\r\n<span class=\"hljs-keyword\">from<\/span> sklearn.svm <span class=\"hljs-keyword\">import<\/span> SVC\r\n<span class=\"hljs-keyword\">from<\/span> sklearn.model_selection <span class=\"hljs-keyword\">import<\/span> train_test_split\r\n<span class=\"hljs-comment\"># 1. \u6570\u636e\u6536\u96c6<\/span>\r\n<span class=\"hljs-comment\"># \u5047\u8bbe\u5df2\u7ecf\u51c6\u5907\u597d\u4e86\u56fe\u50cf\u6570\u636e\u96c6\uff0c\u5206\u522b\u653e\u5728\u4e0d\u540c\u7684\u6587\u4ef6\u5939\u4e0b<\/span>\r\n<span class=\"hljs-comment\"># 2. \u6570\u636e\u9884\u5904\u7406<\/span>\r\n<span class=\"hljs-comment\"># \u56fe\u50cf\u9884\u5904\u7406\u7684\u4ee3\u7801<\/span>\r\n<span class=\"hljs-comment\"># 3. \u7279\u5f81\u63d0\u53d6<\/span>\r\n<span class=\"hljs-comment\"># \u56fe\u50cf\u7279\u5f81\u63d0\u53d6\u7684\u4ee3\u7801<\/span>\r\n<span class=\"hljs-comment\"># 4. \u6a21\u578b\u8bad\u7ec3<\/span>\r\n<span class=\"hljs-comment\"># \u52a0\u8f7d\u6570\u636e\u96c6\u548c\u6807\u7b7e<\/span>\r\nX = np.load(<span class=\"hljs-string\">\"features.npy\"<\/span>)\r\ny = np.load(<span class=\"hljs-string\">\"labels.npy\"<\/span>)\r\n<span class=\"hljs-comment\"># \u5212\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6<\/span>\r\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=<span class=\"hljs-number\">0.2<\/span>, random_state=<span class=\"hljs-number\">42<\/span>)\r\n<span class=\"hljs-comment\"># \u8bad\u7ec3\u5206\u7c7b\u6a21\u578b<\/span>\r\nmodel = SVC()\r\nmodel.fit(X_train, y_train)\r\n<span class=\"hljs-comment\"># 5. \u6a21\u578b\u8bc4\u4f30<\/span>\r\nscore = model.score(X_test, y_test)\r\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"\u51c6\u786e\u7387\uff1a\"<\/span>, score)\r\n<span class=\"hljs-comment\"># 6. \u6a21\u578b\u5e94\u7528<\/span>\r\n<span class=\"hljs-comment\"># \u52a0\u8f7d\u5f85\u5206\u7c7b\u7684\u56fe\u50cf<\/span>\r\nimage = cv2.imread(<span class=\"hljs-string\">\"test_image.jpg\"<\/span>)\r\n<span class=\"hljs-comment\"># \u9884\u5904\u7406\u56fe\u50cf<\/span>\r\n<span class=\"hljs-comment\"># \u56fe\u50cf\u9884\u5904\u7406\u7684\u4ee3\u7801<\/span>\r\n<span class=\"hljs-comment\"># \u63d0\u53d6\u7279\u5f81\u5411\u91cf<\/span>\r\n<span class=\"hljs-comment\"># \u56fe\u50cf\u7279\u5f81\u63d0\u53d6\u7684\u4ee3\u7801<\/span>\r\n<span class=\"hljs-comment\"># \u4f7f\u7528\u6a21\u578b\u8fdb\u884c\u9884\u6d4b<\/span>\r\nprediction = model.predict([feature_vector])\r\n<span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">\"\u5206\u7c7b\u7ed3\u679c\uff1a\"<\/span>, prediction)\r\n<\/code><\/pre>\n<p>\u5b9f\u969b\u306e\u72b6\u6cc1\u3067\u306f\u3001\u5177\u4f53\u7684\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u4e0a\u8a18\u306e\u30b3\u30fc\u30c9\u3092\u8abf\u6574\u304a\u3088\u3073\u6700\u9069\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u753b\u50cf\u8a8d\u8b58\u3068\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u6d3b\u7528\u3057\u3066Python\u3067\u30b4\u30df\u306e\u5206\u5225\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u63d0\u6848\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u7c21\u5358\u306a\u5b9f\u88c5\u69cb\u60f3\u3092\u793a\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u53ce\u96c6: \u6709\u5bb3\u3054\u307f\u3001\u30ea\u30b5\u30a4\u30af\u30eb\u3054\u307f\u3001\u751f\u3054\u307f\u3001\u4e00\u822c\u3054\u307f\u306e\u30b4\u30df\u5206\u5225\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6 [&hellip;]<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-123343","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python\u3067\u30b4\u30df\u5206\u5225\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5 - Blog - Silicon Cloud<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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\u6709\u5bb3\u3054\u307f\u3001\u30ea\u30b5\u30a4\u30af\u30eb\u3054\u307f\u3001\u751f\u3054\u307f\u3001\u4e00\u822c\u3054\u307f\u306e\u30b4\u30df\u5206\u5225\u753b\u50cf\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/ja\/blog\/python\u3067\u30b4\u30df\u5206\u5225\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u88c5\u3059\u308b\u65b9\u6cd5\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-24T01:50:12+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-04T03:21:44+00:00\" \/>\n<meta name=\"author\" content=\"\u590f\u6a39, \u98a8\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u590f\u6a39, \u98a8\" \/>\n<script type=\"application\/ld+json\" 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