{"id":833,"date":"2023-07-28T14:34:33","date_gmt":"2023-07-28T14:34:33","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%8c%e1%85%a6%e1%84%80%e1%85%a9%e1%86%b8-%e1%84%8b%e1%85%a9%e1%84%85%e1%85%b2-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%b3%e1%86%af-%e1%84%8b%e1%85%b4\/"},"modified":"2023-07-28T14:34:33","modified_gmt":"2023-07-28T14:34:33","slug":"%e1%84%8c%e1%85%a6%e1%84%80%e1%85%a9%e1%86%b8-%e1%84%8b%e1%85%a9%e1%84%85%e1%85%b2-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%b3%e1%86%af-%e1%84%8b%e1%85%b4","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%8c%e1%85%a6%e1%84%80%e1%85%a9%e1%86%b8-%e1%84%8b%e1%85%a9%e1%84%85%e1%85%b2-%e1%84%91%e1%85%a1%e1%84%8b%e1%85%b5%e1%84%8a%e1%85%a5%e1%86%ab%e1%84%8b%e1%85%b3%e1%86%af-%e1%84%8b%e1%85%b4\/","title":{"rendered":"Python\uc5d0\uc11c \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(mse)\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\ub294<\/strong> \ubaa8\ub378\uc758 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \uc77c\ubc18\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>MSE<\/strong> = (1\/n) * \u03a3(\uc2e4\uc81c \u2013 \uc608\uce21) <sup>2<\/sup><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3<\/strong> \u2013 &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \ud654\ub824\ud55c \uae30\ud638<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n<\/strong> \u2013 \ud45c\ubcf8 \ud06c\uae30<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>real<\/strong> \u2013 \ub370\uc774\ud130\uc758 \uc2e4\uc81c \uac12<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc608\uce21<\/strong> \u2013 \uc608\uce21\ub41c \ub370\uc774\ud130\uc758 \uac12<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">MSE \uac12\uc774 \ub0ae\uc744\uc218\ub85d \ubaa8\ub378\uc774 \uac12\uc744 \ub354 \uc815\ud655\ud558\uac8c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <strong><span style=\"color: #000000;\">Python\uc5d0\uc11c MSE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/span><\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Python\uc5d0\uc11c MSE\ub97c \uacc4\uc0b0\ud558\ub294 \uac04\ub2e8\ud55c \ud568\uc218\ub97c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">\ndef<\/span> mse(actual, pred): \n    actual, pred = np.array(actual), np.array(pred)\n    <span style=\"color: #107d3f;\">return<\/span> np.square(np.subtract(actual,pred)).mean() \n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uadf8\ub7f0 \ub2e4\uc74c \uc774 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub450 \ud14c\uc774\ube14(\uc2e4\uc81c \ub370\uc774\ud130 \uac12\uc774 \ud3ec\ud568\ub41c \ud14c\uc774\ube14\uacfc \uc608\uce21 \ub370\uc774\ud130 \uac12\uc774 \ud3ec\ud568\ub41c \ud14c\uc774\ube14)\uc5d0 \ub300\ud55c MSE\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>actual = [12, 13, 14, 15, 15, 22, 27]\npred = [11, 13, 14, 14, 15, 16, 18]\n\nmse(actual, pred)\n\n17.0<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ubaa8\ub378\uc758 \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\ub294 <strong>17.0<\/strong> \uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc2e4\uc81c\ub85c\ub294 \ubaa8\ub378 \uc815\ud655\ub3c4\ub97c \ud3c9\uac00\ud558\ub294 \ub370 <strong>RMSE(\ud3c9\uade0 \uc81c\uacf1\uadfc \uc624\ucc28)\uac00<\/strong> \ub354 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub984\uc5d0\uc11c \uc54c \uc218 \uc788\ub4ef\uc774 \uc774\ub294 \ub2e8\uc21c\ud788 \ud3c9\uade0 \uc81c\uacf1 \uc624\ub958\uc758 \uc81c\uacf1\uadfc\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">RMSE\ub97c \uacc4\uc0b0\ud558\uae30 \uc704\ud574 \uc720\uc0ac\ud55c \ud568\uc218\ub97c \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">\ndef<\/span> rmse(actual, pred): \n    actual, pred = np.array(actual), np.array(pred)\n    <span style=\"color: #107d3f;\">return<\/span> np.sqrt(np.square(np.subtract(actual,pred)).mean())\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uadf8\ub7f0 \ub2e4\uc74c \uc774 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc81c \ub370\uc774\ud130 \uac12\uc774 \ud3ec\ud568\ub41c \ud14c\uc774\ube14\uacfc \uc608\uce21 \ub370\uc774\ud130 \uac12\uc774 \ud3ec\ud568\ub41c \ud14c\uc774\ube14\uc758 RMSE\ub97c \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>actual = [12, 13, 14, 15, 15, 22, 27]\npred = [11, 13, 14, 14, 15, 16, 18]\n\nrmse(actual, pred)\n\n4.1231<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uc774 \ubaa8\ub378\uc758 RMSE(\uc81c\uacf1\ud3c9\uade0\uc81c\uacf1\uadfc \uc624\ucc28)\ub294 <strong>4.1231<\/strong> \ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/ko\/mse-\u1100\u1168\u1109\u1161\u11ab\u1100\u1175\/\">\ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE) \uacc4\uc0b0\uae30<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/excel\u110b\u1166\u1109\u1165-\u1111\u1167\u11bc\u1100\u1172\u11ab-\u110c\u1166\u1100\u1169\u11b8-mse-\u110b\u1169\u1105\u1172\u1105\u1173\u11af-\u1100\u1168\u1109\u1161\u11ab\u1112\u1161\u1102\u1173\u11ab-\u1107\u1161\u11bc\u1107\u1165\u11b8\/\">Excel\uc5d0\uc11c \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\ub294 \ubaa8\ub378\uc758 \uc608\uce21 \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \uc77c\ubc18\uc801\uc778 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. MSE = (1\/n) * \u03a3(\uc2e4\uc81c \u2013 \uc608\uce21) 2 \uae08: \u03a3 \u2013 &#8220;\ud569\uacc4&#8221;\ub97c \uc758\ubbf8\ud558\ub294 \ud654\ub824\ud55c \uae30\ud638 n \u2013 \ud45c\ubcf8 \ud06c\uae30 real \u2013 \ub370\uc774\ud130\uc758 \uc2e4\uc81c \uac12 \uc608\uce21 \u2013 \uc608\uce21\ub41c \ub370\uc774\ud130\uc758 \uac12 MSE \uac12\uc774 \ub0ae\uc744\uc218\ub85d \ubaa8\ub378\uc774 \uac12\uc744 \ub354 \uc815\ud655\ud558\uac8c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Python\uc5d0\uc11c MSE\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-833","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python\uc5d0\uc11c \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - \ud1b5\uacc4<\/title>\n<meta name=\"description\" content=\"Python\uc5d0\uc11c \ud3c9\uade0 \uc81c\uacf1 \uc624\ub958\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc124\uba85\uc785\ub2c8\ub2e4.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ko\/\u110c\u1166\u1100\u1169\u11b8-\u110b\u1169\u1105\u1172-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\u110b\u1173\u11af-\u110b\u1174\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\uc5d0\uc11c \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE)\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95 - 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