{"id":2163,"date":"2023-07-23T10:26:35","date_gmt":"2023-07-23T10:26:35","guid":{"rendered":"https:\/\/statorials.org\/ko\/python%e1%84%8b%e1%85%b4-f1-%e1%84%8c%e1%85%a5%e1%86%b7%e1%84%89%e1%85%ae\/"},"modified":"2023-07-23T10:26:35","modified_gmt":"2023-07-23T10:26:35","slug":"python%e1%84%8b%e1%85%b4-f1-%e1%84%8c%e1%85%a5%e1%86%b7%e1%84%89%e1%85%ae","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/python%e1%84%8b%e1%85%b4-f1-%e1%84%8c%e1%85%a5%e1%86%b7%e1%84%89%e1%85%ae\/","title":{"rendered":"Python\uc5d0\uc11c f1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608 \ud3ec\ud568)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\uae30\uacc4 \ud559\uc2b5\uc5d0\uc11c <a href=\"https:\/\/statorials.org\/ko\/\u1112\u116c\u1100\u1171-\u1103\u1162-\u1107\u116e\u11ab\u1105\u1172\/\" target=\"_blank\" rel=\"noopener\">\ubd84\ub958 \ubaa8\ub378\uc744<\/a> \uc0ac\uc6a9\ud560 \ub54c \ubaa8\ub378 \ud488\uc9c8\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ud558\ub294 \uc77c\ubc18\uc801\uc778 \uce21\uc815\ud56d\ubaa9\uc740 <strong>F1 \uc810\uc218<\/strong> \uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \uce21\uc815\ud56d\ubaa9\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>F1 \uc810\uc218<\/strong> = 2 * (\uc815\ubc00\ub3c4 * \uc7ac\ud604\uc728) \/ (\uc815\ubc00\ub3c4 + \uc7ac\ud604\uc728)<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\uc815\ud655\ub3c4<\/strong> : \uc804\uccb4 \uae0d\uc815\uc801 \uc608\uce21\uc5d0 \ube44\ud574 \uae0d\uc815\uc801 \uc608\uce21\uc744 \uc218\uc815\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\uc54c\ub9bc<\/strong> : \uc804\uccb4 \uc2e4\uc81c \uae0d\uc815\uc5d0 \ub300\ud55c \uae0d\uc815\uc801 \uc608\uce21 \uc218\uc815<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec 400\uba85\uc758 \ub300\ud559 \ub18d\uad6c \uc120\uc218\uac00 NBA\uc5d0 \uc120\ubc1c\ub420\uc9c0 \uc5ec\ubd80\ub97c \uc608\uce21\ud55c\ub2e4\uace0 \uac00\uc815\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ud63c\ub3d9 \ud589\ub82c\uc740 \ubaa8\ub378\uc758 \uc608\uce21\uc744 \uc694\uc57d\ud569\ub2c8\ub2e4.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-20021 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/\u1405-\u1405-\u1405.png\" alt=\"\" width=\"449\" height=\"148\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\ubaa8\ub378\uc758 F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc815\ud655\ub3c4 = \ucc38\uc591\uc131 \/ (\ucc38\uc591\uc131 + \uac70\uc9d3\uc591\uc131) = 120\/ (120+70) = <strong>0.63157<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc7ac\ud604\uc728 = \ucc38\uc591\uc131 \/ (\ucc38\uc591\uc131 + \uac70\uc9d3\uc74c\uc131) = 120 \/ (120+40) = <strong>0.75<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">F1 \uc810\uc218 = 2 * (.63157 * .75) \/ (.63157 + .75) = . <strong>6857<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 Python\uc5d0\uc11c \uc774 \uc815\ud655\ud55c \ubaa8\ub378\uc5d0 \ub300\ud55c F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: Python\uc5d0\uc11c F1 \uc810\uc218 \uacc4\uc0b0<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\ub2e4\uc74c \ucf54\ub4dc\ub294 Python\uc5d0\uc11c <strong>sklearn<\/strong> \ud328\ud0a4\uc9c0\uc758 <strong>f1_score()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uc5b4\uc9c4 \uc608\uce21 \uac12 \ubc0f \uc2e4\uc81c \uac12 \ubc30\uc5f4\uc5d0 \ub300\ud55c F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">metrics<\/span> <span style=\"color: #008000;\">import<\/span> f1_score\n\n<span style=\"color: #008080;\">#define array of actual classes\n<\/span>actual = np. <span style=\"color: #3366ff;\">repeat<\/span> ([1, 0], repeats=[160, 240])\n\n<span style=\"color: #008080;\">#define array of predicted classes\n<\/span>pred = np. <span style=\"color: #3366ff;\">repeat<\/span> ([1, 0, 1, 0], repeats=[120, 40, 70, 170])\n\n<span style=\"color: #008080;\">#calculate F1 score\n<\/span>f1_score(actual, pred)\n\n0.6857142857142857\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">F1 \uc810\uc218\ub294 <strong>0.6857<\/strong> \uc785\ub2c8\ub2e4. \uc774\ub294 \uc774\uc804\uc5d0 \uc218\ub3d9\uc73c\ub85c \uacc4\uc0b0\ud55c \uac12\uacfc \uc77c\uce58\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\ucc38\uace0<\/strong> : <a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.metrics.f1_score.html\" target=\"_blank\" rel=\"noopener\">\uc5ec\uae30\uc5d0\uc11c<\/a> <strong>f1_score()<\/strong> \ud568\uc218\uc5d0 \ub300\ud55c \uc804\uccb4 \ubb38\uc11c\ub97c \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>F1 \uc810\uc218 \uc0ac\uc6a9 \uc2dc \ucc38\uace0 \uc0ac\ud56d<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">F1 \uc810\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc5ec\ub7ec \ubaa8\ub378\uc744 \ube44\uad50\ud558\ub294 \uacbd\uc6b0 F1 \uc810\uc218\uac00 \uac00\uc7a5 \ub192\uc740 \ubaa8\ub378\uc740 \uad00\uce21\uce58\ub97c \ud074\ub798\uc2a4\ub85c \uac00\uc7a5 \uc798 \ubd84\ub958\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc608\ub97c \ub4e4\uc5b4, \ub2e4\ub978 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0 \ubaa8\ub378\uc744 \ub370\uc774\ud130\uc5d0 \uc801\uc6a9\ud558\uace0 \ud574\ub2f9 \ubaa8\ub378\uc758 F1 \uc810\uc218\uac00 0.75\uc778 \uacbd\uc6b0 \ud574\ub2f9 \ubaa8\ub378\uc758 F1 \uc810\uc218\uac00 \ub354 \ub192\uae30 \ub54c\ubb38\uc5d0 \ub354 \ub098\uc740 \uac83\uc73c\ub85c \uac04\uc8fc\ub429\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\/\u1105\u1169\u110c\u1175\u1109\u1173\u1110\u1175\u11a8-\u1112\u116c\u1100\u1171-\u1111\u1161\u110b\u1175\u110a\u1165\u11ab\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1111\u1161\u110b\u1175\u110a\u1165\u11ab-\u1106\u1162\u1110\u1173\u1105\u1175\u11a8\u1109\u1173-\u1112\u1169\u11ab\u1105\u1161\u11ab\/\" target=\"_blank\" rel=\"noopener\">Python\uc5d0\uc11c \ud63c\ub3d9 \ud589\ub82c\uc744 \ub9cc\ub4dc\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/\u1100\u1172\u11ab\u1112\u1167\u11bc-\u110c\u1161\u11b8\u1112\u1175\u11ab-\u110c\u1165\u11bc\u1106\u1175\u11af\u1103\u1169-python-sklearn\/\">Python\uc5d0\uc11c \uade0\ud615 \uc7a1\ud78c \uc815\ubc00\ub3c4\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95<\/a><br \/> <a href=\"https:\/\/statorials.org\/ko\/f1-\u110c\u1165\u11b7\u1109\u116e-\u1103\u1162-\u110c\u1165\u11bc\u1106\u1175\u11af\u1103\u1169\/\" target=\"_blank\" rel=\"noopener\">F1 \uc810\uc218\uc640 \uc815\ud655\ub3c4: \uc5b4\ub290 \uac83\uc744 \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\uae4c?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uae30\uacc4 \ud559\uc2b5\uc5d0\uc11c \ubd84\ub958 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \ub54c \ubaa8\ub378 \ud488\uc9c8\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ud558\ub294 \uc77c\ubc18\uc801\uc778 \uce21\uc815\ud56d\ubaa9\uc740 F1 \uc810\uc218 \uc785\ub2c8\ub2e4. \uc774 \uce21\uc815\ud56d\ubaa9\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uacc4\uc0b0\ub429\ub2c8\ub2e4. F1 \uc810\uc218 = 2 * (\uc815\ubc00\ub3c4 * \uc7ac\ud604\uc728) \/ (\uc815\ubc00\ub3c4 + \uc7ac\ud604\uc728) \uae08: \uc815\ud655\ub3c4 : \uc804\uccb4 \uae0d\uc815\uc801 \uc608\uce21\uc5d0 \ube44\ud574 \uae0d\uc815\uc801 \uc608\uce21\uc744 \uc218\uc815\ud569\ub2c8\ub2e4. \uc54c\ub9bc : \uc804\uccb4 \uc2e4\uc81c \uae0d\uc815\uc5d0 \ub300\ud55c \uae0d\uc815\uc801 \uc608\uce21 \uc218\uc815 \uc608\ub97c \ub4e4\uc5b4, \ub85c\uc9c0\uc2a4\ud2f1 [&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-2163","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 F1 \uc810\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568) - 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