{"id":4619,"date":"2020-12-05T08:25:02","date_gmt":"2020-12-04T23:25:02","guid":{"rendered":"http:\/\/hituji1012.xsrv.jp\/?p=391"},"modified":"2026-08-01T13:56:23","modified_gmt":"2026-08-01T04:56:23","slug":"240","status":"publish","type":"post","link":"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/","title":{"rendered":"\u3010Python\u3011\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u308f\u304b\u308a\u3084\u3059\u3044\u89e3\u8aac"},"content":{"rendered":"\n<p><strong data-rich-text-format-boundary=\"true\"><\/strong><\/p>\n<p>\u7dda\u5f62\u56de\u5e30\u304c\u7406\u89e3\u3067\u304d\u305f\u3089\u3001\u6b21\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u5206\u985e\u30e2\u30c7\u30eb\u306b\u4f7f\u7528\u3055\u308c\u3001\u826f\u3044\/\u60aa\u3044\u306a\u3069\u306e0\/1\u5224\u5b9a\u3092\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u3067\u826f\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u764c\u306e\u5224\u5b9a\u3084\u3001\u8ff7\u60d1\u30e1\u30fc\u30eb\u306e\u5224\u5b9a\u306a\u3069\u304c\u3088\u304f\u4f8b\u3067\u51fa\u3066\u304d\u307e\u3059\u3002<\/p>\n<p>\u7dda\u5f62\u56de\u5e30\u306b\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3068\u3044\u3046\u3082\u306e\u304c\u65b0\u3057\u304f\u5165\u308b\u306e\u3067\u3001\u5148\u306b\u7dda\u5f62\u56de\u5e30\u3092\u7406\u89e3\u3057\u3066\u304a\u304f\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<p>\u96e3\u3057\u3044\u6570\u5b66\u306e\u77e5\u8b58\u306f\u3067\u304d\u308b\u3060\u3051\u7701\u3044\u3066\u3067\u304d\u308b\u3060\u3051\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001\u4e2d\u76e4\u4ee5\u964d\u306fpython\u306e\u57fa\u790e\u7684\u306a\u77e5\u8b58\u306f\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_38 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" style=\"display: none;\"><label for=\"item\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;\"><svg style=\"fill: #444444;color:#444444\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #444444;color:#444444\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 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href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#%E3%82%B7%E3%82%B0%E3%83%A2%E3%82%A4%E3%83%89%E9%96%A2%E6%95%B0%E3%81%AFS%E5%AD%97%E5%9E%8B\" title=\"\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306fS\u5b57\u578b\">\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306fS\u5b57\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#%E7%B7%9A%E5%BD%A2%E5%9B%9E%E5%B8%B0%E3%81%A8%E3%82%B7%E3%82%B0%E3%83%A2%E3%82%A4%E3%83%89%E9%96%A2%E6%95%B0%E3%82%92%E7%B5%84%E3%81%BF%E5%90%88%E3%82%8F%E3%81%9B%E3%81%A601%E3%81%AE%E5%88%A4%E5%AE%9A%E3%83%A2%E3%83%87%E3%83%AB%E3%82%92%E4%BD%9C%E3%82%8B\" title=\"\u7dda\u5f62\u56de\u5e30\u3068\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u30660\/1\u306e\u5224\u5b9a\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\">\u7dda\u5f62\u56de\u5e30\u3068\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u30660\/1\u306e\u5224\u5b9a\u30e2\u30c7\u30eb\u3092\u4f5c\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#%E3%83%AD%E3%82%B8%E3%82%B9%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E5%9B%9E%E5%B8%B0%E3%81%AEloss%E6%90%8D%E5%A4%B1%E9%96%A2%E6%95%B0\" title=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306eloss(\u640d\u5931\u95a2\u6570)\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306eloss(\u640d\u5931\u95a2\u6570)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#loss%E6%90%8D%E5%A4%B1%E9%96%A2%E6%95%B0%E3%81%AE%E9%81%B8%E5%AE%9A%E3%81%AF%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%81%AE%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AB%E5%90%88%E3%82%8F%E3%81%9B%E3%82%8C%E3%81%B0%E3%82%88%E3%81%84\" title=\"loss(\u640d\u5931\u95a2\u6570)\u306e\u9078\u5b9a\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u306b\u5408\u308f\u305b\u308c\u3070\u3088\u3044\">loss(\u640d\u5931\u95a2\u6570)\u306e\u9078\u5b9a\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u306b\u5408\u308f\u305b\u308c\u3070\u3088\u3044<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#%E3%83%AD%E3%82%B8%E3%82%B9%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E5%9B%9E%E5%B8%B0%E3%81%A701%E3%81%AE%E5%88%86%E9%A1%9E%E3%82%92%E3%81%99%E3%82%8B\" title=\"\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30670\/1\u306e\u5206\u985e\u3092\u3059\u308b\">\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30670\/1\u306e\u5206\u985e\u3092\u3059\u308b<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#scikit_learn%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\" title=\"scikit learn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\">scikit learn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF\" title=\"\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8aad\u307f\u8fbc\u307f\">\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8aad\u307f\u8fbc\u307f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%BA%96%E5%82%99%E3%81%A8%E7%A2%BA%E8%AA%8D\" title=\"\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3068\u78ba\u8a8d\">\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3068\u78ba\u8a8d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#%E5%AD%A6%E7%BF%92\" title=\"\u5b66\u7fd2\">\u5b66\u7fd2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#%E7%B5%90%E6%9E%9C%E7%A2%BA%E8%AA%8D\" title=\"\u7d50\u679c\u78ba\u8a8d\">\u7d50\u679c\u78ba\u8a8d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/#%E3%81%BE%E3%81%A8%E3%82%81\" title=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E3%83%AD%E3%82%B8%E3%82%B9%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E5%9B%9E%E5%B8%B0\"><\/span>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>0\u304b1\u306b\u5206\u3051\u308b\u65b9\u6cd5\u3092<strong>\u4e8c\u9805\u5206\u985e<\/strong>\u3068\u8a00\u3044\u307e\u3059\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30670\u304b1\u3092\u5224\u5b9a\u3055\u305b\u308b\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u304c\u5fc5\u8981\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u3053\u3053\u3067\u306f\u307e\u305a\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%82%B7%E3%82%B0%E3%83%A2%E3%82%A4%E3%83%89%E9%96%A2%E6%95%B0%E3%81%AFS%E5%AD%97%E5%9E%8B\"><\/span>\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306fS\u5b57\u578b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u306f\u3001\u4e0b\u8a18\u306e\u3088\u3046\u306bx\u3092\u4e0e\u3048\u308b\u3068\u30010\u301c1\u306e\u9593\u3067\u5909\u5316\u3059\u308b\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3068\u3044\u3046\u306e\u304c\u3042\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u4f7f\u3063\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u304b\u3089\u3067\u304d\u305f\u5024\u304c0.5\u4ee5\u4e0a\u3067\u3042\u308c\u3070\u3001\u300c\uff11\u300d\u305d\u308c\u4ee5\u5916\u306a\u3089\u300c\uff10\u300d\u3068\u3044\u3046\u3053\u3068\u30670\/1\u5224\u5b9a\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>$$ f(x) = \\frac{1}{1+e^{(-x)}} $$<\/p>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic1-1.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic1-1.jpg\" alt=\"\" width=\"397\" height=\"300\" class=\"aligncenter size-full wp-image-4599\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic1-1.jpg 397w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic1-1-300x227.jpg 300w\" sizes=\"(max-width: 397px) 100vw, 397px\" \/><\/a><\/p>\n<p><span style=\"color: #ff0000;\">\u516c\u5f0f\u306f\u899a\u3048\u306a\u304f\u3066\u3082\u3001\u3053\u3046\u3044\u3046S\u5b57\u578b\u306b\u306a\u308b\u5f0f\u3068\u3044\u3046\u304f\u3089\u3044\u3067\u826f\u3044\u3067\u3059\u3002<\/span><\/p>\n<p>\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3067\u5f97\u3089\u308c\u308b\u5024\u3092\u78ba\u7387\u3068\u3057\u3066\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u304b\u30890.7\u3068\u3044\u3046\u7d50\u679c\u304c\u5f97\u3089\u308c\u305f\u3089\u300170%\u3067\u764c\u3067\u3042\u308b\u3068\u3044\u3063\u305f\u5224\u5b9a\u304c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3067\u3059\u306e\u3067\u30010.5\u4ee5\u4e0a\u304c1\u3067\u306f\u306a\u304f\u3001\u3088\u308a\u53b3\u3057\u304f0.8\u4ee5\u4e0a\u306a\u30891\u3068\u3044\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>python\u3067\u306e\u30b3\u30fc\u30c9\u306f\u4e0b\u8a18\u306e\u3088\u3046\u306a\u30b7\u30f3\u30d7\u30eb\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">import math\r\ndef sigmoid(x):\r\n    return 1 \/ (1 + math.e**-x)<\/pre>\n<p>-10\u301c10\u3067\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true \">import matplotlib.pyplot as plt\r\nx = range(-10,10)\r\ny = [sigmoid(d) for d in x]\r\nplt.scatter(x, y)<\/pre>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic2.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic2-300x192.png\" alt=\"\" width=\"300\" height=\"192\" class=\"aligncenter size-medium wp-image-500\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic2-300x192.png 300w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic2-600x383.png 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic2-768x491.png 768w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic2.png 770w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>\u671f\u5f85\u901a\u308a\u306e\u30d7\u30ed\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<p>x \u3068 y\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u3068\u3053\u308d\u306f\u4e0b\u8a18\u30b3\u30fc\u30c9\u3067\u3082\u540c\u3058\u3067\u3059\u306e\u3067\u3001\u5206\u304b\u308a\u3084\u3059\u3044\u65b9\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>y\u306b\u306f\u7a7a\u306e\u30ea\u30b9\u30c8\u3092\u7528\u610f\u3057\u3001append\u30e1\u30bd\u30c3\u30c9\u3067\u30ea\u30b9\u30c8\u3092\u8ffd\u52a0\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true \">x = range(-10,10)\r\ny = []\r\nfor d in x:\r\n    y.append(sigmoid(d))<\/pre>\n<p>\u53c2\u8003\u306e\u305f\u3081\u306b\u3001\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u5b9f\u88c5\u3092\u7d39\u4ecb\u3057\u307e\u3057\u305f\u304c\u3001\u81ea\u3089\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306f\u307b\u307c\u306a\u3044\u306e\u3067\u3001\u7c21\u5358\u306a\u3093\u3060\u3068\u3044\u3046\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u305f\u3060\u3051\u308c\u3070\u826f\u3044\u3067\u3059\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"XBqf0fW34n\"><p><a href=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/73\/\">\u3010Python\u3011list\u306e\u4f7f\u3044\u65b9<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010Python\u3011list\u306e\u4f7f\u3044\u65b9&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2021\/01\/11\/73\/embed\/#?secret=6S68k2xMNv#?secret=XBqf0fW34n\" data-secret=\"XBqf0fW34n\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%B7%9A%E5%BD%A2%E5%9B%9E%E5%B8%B0%E3%81%A8%E3%82%B7%E3%82%B0%E3%83%A2%E3%82%A4%E3%83%89%E9%96%A2%E6%95%B0%E3%82%92%E7%B5%84%E3%81%BF%E5%90%88%E3%82%8F%E3%81%9B%E3%81%A601%E3%81%AE%E5%88%A4%E5%AE%9A%E3%83%A2%E3%83%87%E3%83%AB%E3%82%92%E4%BD%9C%E3%82%8B\"><\/span>\u7dda\u5f62\u56de\u5e30\u3068\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u30660\/1\u306e\u5224\u5b9a\u30e2\u30c7\u30eb\u3092\u4f5c\u308b<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u3067\u306f\u3001\u7dda\u5f62\u56de\u5e30\u306b\u3069\u306e\u3088\u3046\u306b\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u30680\/1\u306e\u5224\u5b9a\u304c\u3067\u304d\u308b\u306e\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n<p>\u307e\u305a\u3001\u7279\u5fb4\u91cfx\u304cm\u500b\u3042\u308b\u7dda\u5f62\u56de\u5e30\u306e\u5f0f\u3067\u3059\u3002<\/p>\n<p>$$ f(x) = b + w_1x_1 + &#8230; + w_mx_m $$<\/p>\n<p>\u6b21\u306b\u3001\u5148\u307b\u3069\u51fa\u305f\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u5f0f\u3067\u3059\u3002<\/p>\n<p>$$ f(x) = \\frac{1}{1+e^{(-x)}} $$<\/p>\n<p>\u3053\u306e\u30b7\u30b0\u30e2\u30a4\u30c9\u306ex\u306e\u90e8\u5206\u306b\u7dda\u5f62\u56de\u5e30\u306e\u5f0f\u3092\u653e\u308a\u8fbc\u307f\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic3.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic3.jpg\" alt=\"\" width=\"296\" height=\"186\" class=\"aligncenter size-full wp-image-502\" \/><\/a><\/p>\n<p>$$ h(x) = \\frac{1}{1+e^{(-b + w_1x_1 + &#8230; + w_mx_m)}} $$<\/p>\n<p>\u3053\u306e\u5f0f\u304c\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e<strong>\u30e2\u30c7\u30eb<\/strong>\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u5f0f\u3067\u6c42\u3081\u3089\u308b\u7d50\u679c\u3092\\(h(x)\\)\u3068\u3057\u307e\u3059\u3002<\/p>\n<p>\u51e6\u7406\u30a4\u30e1\u30fc\u30b8\u306f\u4e0b\u8a18\u306e\u3088\u3046\u306b\u7279\u5fb4\u91cf\uff1e\u7dda\u5f62\u56de\u5e30\uff1e\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3067\u51e6\u7406\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic4.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic4.jpg\" alt=\"\" width=\"379\" height=\"289\" class=\"aligncenter size-full wp-image-504\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic4.jpg 379w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic4-300x229.jpg 300w\" sizes=\"(max-width: 379px) 100vw, 379px\" \/><\/a><\/p>\n<p>\u7dda\u578b\u56de\u5e30\u306e\u51e6\u7406\u306e\u5f8c\u306b\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u304c\u5f15\u3063\u4ed8\u3044\u305f\u3060\u3051\u306a\u306e\u304c\u5206\u304b\u308a\u307e\u3059\u306d\u3002<\/p>\n<p>\u3053\u306e\u51e6\u7406\u304c\u3055\u308c\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u5165\u529b\u3055\u308c\u305f\u7279\u5fb4\u91cf\u306f\u30010\u301c1\u306e\u9593\u306e\u5024\u3067\u51fa\u529b\u3055\u308c\u30010.5\u4ee5\u4e0a\u306a\u3089\u764c\u3067\u3042\u308b\u3068\u3044\u3063\u305f\u5224\u5b9a\u306a\u3069\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u51e6\u7406\u306e\u6d41\u308c\u306f\u3001<a href=\"https:\/\/ja.wikipedia.org\/wiki\/\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong><\/a>\u3084<a href=\"https:\/\/ja.wikipedia.org\/wiki\/\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\" target=\"_blank\" rel=\"noopener noreferrer\"><strong>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/strong><\/a>\u3067\u3082\u4f7f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u3053\u3068\u3092<strong>\u6d3b\u6027\u5316\u95a2\u6570<\/strong>\u3068\u3082\u3088\u3073\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%AD%E3%82%B8%E3%82%B9%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E5%9B%9E%E5%B8%B0%E3%81%AEloss%E6%90%8D%E5%A4%B1%E9%96%A2%E6%95%B0\"><\/span>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306eloss(\u640d\u5931\u95a2\u6570)<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u3082\u3001w\u3068b\u3092\u6a5f\u68b0\u304c\u6c7a\u5b9a\u3059\u308b\u305f\u3081\u306b\u52fe\u914d\u964d\u4e0b\u6cd5\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<p>\u52fe\u914d\u964d\u4e0b\u6cd5\u3067\u306floss\u304c\u5fc5\u8981\u3067\u3001\u7dda\u5f62\u56de\u5e30\u3067\u306floss = \u5e73\u5747\u4e8c\u4e57\u8aa4\u5dee\u3092\u4f7f\u3044\u307e\u3059\u304c\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306eloss\u306e\u5f0f\u306f\u307e\u305f\u5225\u306e\u3082\u306e\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<p>\u640d\u5931\u95a2\u6570\u306b\u306flog\u304c\u51fa\u3066\u304d\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>$$ loss=-ylog(h(x))-(1-y)log(1-h(x)) $$<\/p>\n<p>\u3061\u306a\u307f\u306b\u3053\u306e\u5f0f\u306f\u899a\u3048\u308b\u5fc5\u8981\u306a\u3044\u306e\u3067\u3001\u3053\u3046\u3044\u3063\u305floss\u306e\u5f0f\u3092\u4f7f\u3063\u3066\u3044\u308b\u3093\u3060\u3068\u307f\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u7b54\u3048\u3067\u3042\u308by\u306f\u5fc5\u305a\u300c1\u300d\u82e5\u3057\u304f\u306f\u300c0\u300d\u3092\u3068\u306a\u308b\u306e\u3067\u3001\u4e0a\u8a18\u306e\u5f0f\u306f\u4e0b\u8a18\u306e\u3044\u305a\u308c\u304b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>y = 1 : \\(-log(h(x))\\)<\/p>\n<p>y = 0 : \\(-log(1-h(x))\\)<\/p>\n<p>\u56de\u5e30\u30e2\u30c7\u30eb\/(h(x)\/)\u304b\u3089\u51fa\u3066\u304f\u308b\u5024\u306f\u5fc5\u305a\u30010-1\u306e\u5024\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u3068\u304d\u4e0a\u8a18\u4e8c\u3064\u306e\u5f0f\u306f\u3069\u3046\u306a\u308b\u304b\u307f\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic5.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic5.png\" alt=\"\" width=\"571\" height=\"313\" class=\"aligncenter size-full wp-image-510\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic5.png 571w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic5-300x164.png 300w\" sizes=\"(max-width: 571px) 100vw, 571px\" \/><\/a><\/p>\n<p>h(x)\u306e\u30e2\u30c7\u30eb\u304b\u3089\u51fa\u529b\u304c\u6b63\u89e3\u306b\u8fd1\u3051\u308c\u3070\u3001loss\u306e\u5024\u304c\u5c0f\u3055\u304f\u306a\u308a\u3001\u4e0d\u6b63\u89e3\u306a\u3089\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u3082\u3001\u52fe\u914d\u964d\u4e0b\u6cd5\u306f\u3001\u3053\u306eloss\u304c\u5c0f\u3055\u304f\u306a\u308b\u3088\u3046\u306aw\u3068b\u3092\u63a2\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"loss%E6%90%8D%E5%A4%B1%E9%96%A2%E6%95%B0%E3%81%AE%E9%81%B8%E5%AE%9A%E3%81%AF%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%81%AE%E3%83%A2%E3%83%87%E3%83%AB%E3%81%AB%E5%90%88%E3%82%8F%E3%81%9B%E3%82%8C%E3%81%B0%E3%82%88%E3%81%84\"><\/span>loss(\u640d\u5931\u95a2\u6570)\u306e\u9078\u5b9a\u306f\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u306b\u5408\u308f\u305b\u308c\u3070\u3088\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4e0a\u8a18\u306e\u3088\u3046\u306aloss\u306e\u5f0f\u3092\u8003\u3048\u308b\u306e\u306f\u96e3\u3057\u3044\u3067\u3059\u306d\u3002<\/p>\n<p>\u3067\u3082\u5fc3\u914d\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u4f7f\u3046\u3082\u306e\u304c\u6c7a\u307e\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u81ea\u5206\u3067\u8003\u3048\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u4f7f\u3044\u305f\u3044\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3054\u3068\u306b\u6c7a\u3081\u3089\u308c\u305floss\u3092\u4f7f\u3046\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%83%AD%E3%82%B8%E3%82%B9%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%E5%9B%9E%E5%B8%B0%E3%81%A701%E3%81%AE%E5%88%86%E9%A1%9E%E3%82%92%E3%81%99%E3%82%8B\"><\/span>\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u30670\/1\u306e\u5206\u985e\u3092\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3067\u306f\u3001\u5b9f\u969b\u306bscikit learn\u3092\u4f7f\u3063\u3066\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u4f7f\u3063\u3066\u30010\/1\u306e\u5206\u985e\u3092\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"WygtQ9tMV5\"><p><a href=\"https:\/\/www.tetsumag.com\/2020\/12\/05\/241\/\">scikit learn\u3067\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u307f\u3088\u3046<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;scikit learn\u3067\u7dda\u5f62\u56de\u5e30\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u307f\u3088\u3046&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2020\/12\/05\/241\/embed\/#?secret=igZ0DFyNgO#?secret=WygtQ9tMV5\" data-secret=\"WygtQ9tMV5\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h3><span class=\"ez-toc-section\" id=\"scikit_learn%E3%81%AE%E3%82%A4%E3%83%B3%E3%82%B9%E3%83%88%E3%83%BC%E3%83%AB\"><\/span>scikit learn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u307e\u305a\u306f\u3001scikit learn\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u3057\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/scikit-learn.org\/stable\/index.html\" target=\"_blank\" rel=\"noopener noreferrer\">scikit learn<\/a>\u306f\u7dda\u5f62\u56de\u5e30\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u3092\u7c21\u5358\u306b\u5b9f\u884c\u3057\u3066\u304f\u308c\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<p>Anaconda\u306a\u3069python\u306e\u4f7f\u3048\u308b\u74b0\u5883\u306eTerminal\u3084\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u4e0b\u8a18\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">pip install scikit-learn<\/pre>\n<p>\u4eca\u56de\u306firis\u3068\u3044\u3046\u30a2\u30e4\u30e1\u306e\u54c1\u7a2e\u30c7\u30fc\u30bf\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%A9%E3%82%A4%E3%83%96%E3%83%A9%E3%83%AA%E3%81%AE%E8%AA%AD%E3%81%BF%E8%BE%BC%E3%81%BF\"><\/span>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u8aad\u307f\u8fbc\u307f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u306f\u30c7\u30fc\u30bf\u3092\u6271\u3046pandas, numpy\u3002<\/p>\n<p>\u30b0\u30e9\u30d5\u3092\u8868\u793a\u3059\u308bmatplotlib, seaborn\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u306escikitlearn\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\">import pandas as pd\r\nimport numpy as np\r\nimport matplotlib.pyplot as plt\r\nimport seaborn as sns\r\nfrom sklearn.linear_model import LogisticRegression\r\nfrom sklearn.model_selection import train_test_split<\/pre>\n<p>scikitlearn\u304b\u3089\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306eLogisticRegression\u3068\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u7528\u3068\u8a55\u4fa1\u7528\u306b\u5206\u3051\u308btrain_test_split\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%BA%96%E5%82%99%E3%81%A8%E7%A2%BA%E8%AA%8D\"><\/span>\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3068\u78ba\u8a8d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30c7\u30fc\u30bf\u306fseaborn\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u5165\u3063\u3066\u3044\u308b\u306e\u3067\u305d\u308c\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u30a2\u30e4\u30e1\u306e\u54c1\u7a2e\u306f\u3053\u306e\u30c7\u30fc\u30bf\u306b\u306f\uff13\u7a2e[&#8216;setosa&#8217; &#8216;versicolor&#8217; &#8216;virginica&#8217;]\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u304c\u3001\uff12\u7a2e[&#8216;setosa&#8217; &#8216;virginica&#8217;]\u306b\u7d5e\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true \">df = sns.load_dataset('iris')\r\n# \u54c1\u7a2e\u306e\u78ba\u8a8d\r\nprint(df['species'].unique())\r\n# \u54c1\u7a2e\u30922\u7a2e\u985e\u306b\u7d5e\u308b\r\ndf = df[(df['species']=='setosa') | (df['species']=='virginica')]\r\n# \u30c7\u30fc\u30bf\u306e\u4e00\u90e8\u78ba\u8a8d\r\ndf.head()<\/pre>\n<p>\u30c7\u30fc\u30bf\u306b\u306f\u7279\u5fb4\u91cf(\u8aac\u660e\u5909\u6570)\u304c4\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u308c\u305e\u308c\u3001\u82b1\u3073\u3089\u306e\u5927\u304d\u3055\u306e\u30c7\u30fc\u30bf\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-512 aligncenter\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic6.png\" alt=\"\" width=\"400\" height=\"205\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic6.png 850w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic6-600x308.png 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic6-300x154.png 300w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic6-768x394.png 768w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><\/p>\n<p>\u5f8c\u306f\u3001\u6563\u5e03\u56f3\u3067\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true \">sns.pairplot(df, hue='species')<\/pre>\n<p><a href=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic7.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/tetsumag.com\/wp-content\/uploads\/2020\/11\/logistic7-300x282.jpg\" alt=\"\" width=\"300\" height=\"282\" class=\"aligncenter size-medium wp-image-513\" srcset=\"https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic7-300x282.jpg 300w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic7-600x565.jpg 600w, https:\/\/tetsumag.com\/blog\/wp-content\/uploads\/2020\/11\/logistic7.jpg 765w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>\u54c1\u7a2e\u3067\u30d7\u30ed\u30c3\u30c8\u304c\u5206\u304b\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u7cbe\u5ea6\u3088\u304f\u5b66\u7fd2\u304c\u3067\u304d\u305d\u3046\u3067\u3059\u3002<\/p>\n<p>y\u306b\u3042\u305f\u308bspecies\u5217\u304c\u6587\u5b57\u5217\u306a\u306e\u3067\u30010\u30681\u306b\u7f6e\u304d\u63db\u3048\u3066\u3001x\u3068y\u306e\u5024\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true\"># setosa=0 virginica=1\u306b\u5909\u66f4\r\ndf['species'] = df['species'].map({'setosa': 0, 'virginica': 1})\r\n\r\n# \u8aac\u660e\u5909\u6570\u3068\u76ee\u7684\u5909\u6570\u3092\u5206\u3051\u308b\r\nx = df[['sepal_width', 'sepal_length', 'petal_width', 'petal_length']].values\r\ny = df['species'].values\r\n\r\n# \u30c7\u30fc\u30bf\u306e\u884c\u5217\u6570\u78ba\u8a8d\r\nprint(x.shape)\r\nprint(y.shape)<\/pre>\n<pre class=\"\">(100, 4)\r\n(100,)<\/pre>\n<p>100\u500b\u5206\u306e\u30c7\u30fc\u30bf\u304c\u3042\u308a\u307e\u3059\u306d\u3002<\/p>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u3067\u306f\u5b66\u7fd2\u3057\u305f\u7d50\u679c\u304c\u3046\u307e\u304f\u884c\u3063\u305f\u304b\u3069\u3046\u304b\u78ba\u8a8d\u3059\u308b\u305f\u3081\u306b\u3001\u5b66\u7fd2\u7528\u3068\u30c6\u30b9\u30c8\u7528\u3067\u30c7\u30fc\u30bf\u3092\u5206\u3051\u307e\u3059\u3002<\/p>\n<p>scikitlearn\u306b\u306f\u30c7\u30fc\u30bf\u3092\u5206\u3051\u308b\u3088\u3046\u306e\u95a2\u6570\u3082\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u4f7f\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true\"># \u5b66\u7fd2\u7528\u3068\u8a55\u4fa1\u7528\u306b\u5206\u3051\u307e\u3059\r\nx_train, x_test, y_train, y_test = train_test_split(x, y, test_size = 0.1)\r\n\r\nprint(x_train.shape)\r\nprint(x_test.shape)\r\nprint(y_train.shape)\r\nprint(y_test.shape)<\/pre>\n<p>train_test_split\u3067\u306ftest_size\u3067\u5206\u5272\u3059\u308b\u5272\u5408\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u306f0.1\u306a\u306e\u30671\u5272\u3092\u30c6\u30b9\u30c8\u7528\u306e\u30c7\u30fc\u30bf\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>100\u500b\u306e\u30c7\u30fc\u30bf\u304c90:10\u306b\u5206\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u306d\u3002<\/p>\n<pre class=\"\">(90, 4)\r\n(10, 4)\r\n(90,)\r\n(10,)<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AD%A6%E7%BF%92\"><\/span>\u5b66\u7fd2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304c\u3067\u304d\u305f\u306e\u3067\u3001\u5b66\u7fd2\u3092\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:default decode:true\"># \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u547c\u3073\u51fa\u3057\r\nlr = LogisticRegression()\r\n# \u5b66\u7fd2\u306e\u5b9f\u884c\r\nlr.fit(x_train, y_train)<\/pre>\n<h3><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C%E7%A2%BA%E8%AA%8D\"><\/span>\u7d50\u679c\u78ba\u8a8d<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5b66\u7fd2\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30c6\u30b9\u30c8\u7528\u306b\u5206\u3051\u305f\u30c7\u30fc\u30bf\u3067\u7cbe\u5ea6\u306e\u78ba\u8a8d\u3092\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u307e\u305a\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e88\u6e2c\u7d50\u679c\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"lang:python decode:true \"># \u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u4e88\u6e2c\r\ny_pred = lr.predict(x_test)<\/pre>\n<p>\u5f8c\u306f\u3001\u3053\u306e\u7d50\u679c\u3068\u6559\u5e2b\u30c7\u30fc\u30bf\u306e\u7b54\u3048\u3068\u3092\u7167\u3089\u3057\u5408\u308f\u305b\u3066\u3001\u7cbe\u5ea6\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"lang:python decode:true \"># \u6b63\u89e3\u3068\u4e00\u81f4\u6570\u3092\u30ab\u30a6\u30f3\u30c8\r\ncorrect_num = sum(y_pred == y_test)\r\n# \u30c7\u30fc\u30bf\u306e\u6570\r\ndata_len = len(y_test)\r\n#\u6b63\u89e3\u7387\u306e\u8868\u793a\r\nprint(f\"\u6b63\u89e3\u7387:{correct_num\/data_len*100}%\")<\/pre>\n<pre class=\"\">\u6b63\u89e3\u7387:100.0%<\/pre>\n<p>\u3046\u307e\u304f\u5b66\u7fd2\u304c\u3067\u304d\u3001\u7cbe\u5ea6\u306e\u826f\u3044\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u6642\u9593\u304c\u3042\u308c\u3070\u3001\u4ed6\u306e\u54c1\u7a2e\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3082\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001python\u306e\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u5206\u985e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306a\u3069\u666e\u6bb5\u898b\u6163\u308c\u306a\u3044\u8907\u96d1\u306a\u6570\u5f0f\u3082\u51fa\u3066\u304d\u307e\u3057\u305f\u304c\u3001\u7e70\u308a\u8fd4\u3057\u78ba\u8a8d\u3057\u3066\u7406\u89e3\u3092\u6df1\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u57fa\u790e\u7684\u306a\u7dda\u5f62\u56de\u5e30\u306e\u77e5\u8b58\u3082\u3053\u308c\u3092\u6a5f\u306b\u78ba\u8a8d\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"zeu7zU6qY7\"><p><a href=\"https:\/\/www.tetsumag.com\/2023\/05\/11\/329\/\">\u3010CNN\u3011\u8077\u4eba\u304c\u30d1\u30c1\u30f3\u30b3\u3067\u7406\u89e3\u3059\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3010\u6a5f\u68b0\u5b66\u7fd2\u3011<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010CNN\u3011\u8077\u4eba\u304c\u30d1\u30c1\u30f3\u30b3\u3067\u7406\u89e3\u3059\u308b\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3010\u6a5f\u68b0\u5b66\u7fd2\u3011&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2023\/05\/11\/329\/embed\/#?secret=5lHz268tQb#?secret=zeu7zU6qY7\" data-secret=\"zeu7zU6qY7\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"75OHODo6Qv\"><p><a href=\"https:\/\/www.tetsumag.com\/2020\/12\/05\/68\/\">\u3010DeepLearning\u3011Pytorch\u3092\u4f7f\u3063\u3066\u307f\u3088\u3046<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;\u3010DeepLearning\u3011Pytorch\u3092\u4f7f\u3063\u3066\u307f\u3088\u3046&#8221; &#8212; \u3066\u3064\u307e\u3050\" src=\"https:\/\/www.tetsumag.com\/2020\/12\/05\/68\/embed\/#?secret=DkU4Om5ith#?secret=75OHODo6Qv\" data-secret=\"75OHODo6Qv\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7dda\u5f62\u56de\u5e30\u304c\u7406\u89e3\u3067\u304d\u305f\u3089\u3001\u6b21\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306b\u3064\u3044\u3066\u898b\u3066\u3044\u304d\u307e\u3059\u3002 \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306f\u5206\u985e\u30e2\u30c7\u30eb\u306b\u4f7f\u7528\u3055\u308c\u3001\u826f\u3044\/\u60aa\u3044\u306a\u3069\u306e0\/1\u5224\u5b9a\u3092\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u3067\u826f\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 \u4f8b\u3048\u3070\u3001\u764c\u306e\u5224\u5b9a\u3084\u3001\u8ff7\u60d1\u30e1\u30fc\u30eb\u306e\u5224\u5b9a\u306a\u3069\u304c\u3088\u304f &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/tetsumag.com\/blog\/2020\/12\/05\/240\/\"> <span class=\"screen-reader-text\">\u3010Python\u3011\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u308f\u304b\u308a\u3084\u3059\u3044\u89e3\u8aac<\/span> \u3082\u3063\u3068\u8aad\u3080 &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":14100,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","ast-global-header-display":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","_themeisle_gutenberg_block_has_review":false},"categories":[127],"tags":[93],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/4619"}],"collection":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/comments?post=4619"}],"version-history":[{"count":10,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/4619\/revisions"}],"predecessor-version":[{"id":14104,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/posts\/4619\/revisions\/14104"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/media\/14100"}],"wp:attachment":[{"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/media?parent=4619"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/categories?post=4619"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tetsumag.com\/blog\/wp-json\/wp\/v2\/tags?post=4619"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}