\ucd9c\ub825\uce35<\/strong>: \uc608\uce21 \uacb0\uacfc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n5.3 \ubaa8\ub378 \ud559\uc2b5\uacfc \ud29c\ub2dd<\/h3>\n
\ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud559\uc2b5\uc740 \ubc18\ubcf5\uc801\uc778 \uacfc\uc815\uc785\ub2c8\ub2e4. \ud559\uc2b5\ub960, \ubc30\uce58 \ud06c\uae30, \uc5d0\ud3ec\ud06c \uc218 \ub4f1\uc744 \uc870\uc815\ud558\uc5ec \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \ucc3e\uc544\uc57c \ud569\ub2c8\ub2e4. \ub610\ud55c, \uacfc\uc801\ud569(Overfitting)\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uc815\uaddc\ud654 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6. \ud1b5\uacc4\uc801 \ucd94\ub860\uc744 \ud1b5\ud55c \ubaa8\ub378 \ud3c9\uac00<\/h2>\n
\ubaa8\ub378\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \ud1b5\uacc4\uc801 \ucd94\ub860 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc774 \uc808\uc5d0\uc11c\ub294 \uc8fc\uc694 \ud1b5\uacc4\uc801 \ubc29\ubc95\ub860\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n
6.1 \uac00\uc124 \uac80\uc815<\/h3>\n
\uac00\uc124 \uac80\uc815\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0\uc11c \ud2b9\uc815 \uac00\uc124\uc774 \uc720\uc758\ubbf8\ud55c\uc9c0 \uac80\ud1a0\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub450 \uac1c\uc758 \ubaa8\ub378 \uc131\ub2a5\uc744 \ube44\uad50\ud558\ub294 \uacbd\uc6b0 t-\uac80\uc815\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6.2 \uc2e0\ub8b0 \uad6c\uac04<\/h3>\n
\ubaa8\ub378\uc758 \uc131\ub2a5 \ucd94\uc815\uc5d0 \ub300\ud55c \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \uc2e0\ub8b0 \uad6c\uac04\uc744 \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, 95% \uc2e0\ub8b0 \uad6c\uac04\uc744 \uc0ac\uc6a9\ud558\uba74 \ud574\ub2f9 \ubc94\uc704 \ub0b4\uc5d0\uc11c \ubaa8\ub378 \uc131\ub2a5\uc774 \uc788\uc744 \ud655\ub960\uc774 95%\ub77c\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n
6.3 \uad50\ucc28 \uac80\uc99d<\/h3>\n
\uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. k\uacb9 \uad50\ucc28 \uac80\uc99d(k-fold cross-validation)\uc774 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
7. \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uad6c\ud604<\/h2>\n
\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc2e4\uc81c\ub85c \uad6c\ud604\ud574\ubd05\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc774\ub860\uc744 \ud604\uc2e4\uc5d0 \uc801\uc6a9\ud558\ub294 \uacfc\uc815\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
7.1 \uc804\ub7b5 \uc124\uacc4<\/h3>\n
\uac00\uc7a5 \uc911\uc694\ud55c \uac83\uc740 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc5b4\ub5bb\uac8c \uc124\uacc4\ud560 \uac83\uc778\uac00\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc815\uc758\ud569\ub2c8\ub2e4.<\/p>\n
7.2 \ubc31\ud14c\uc2a4\ud305(Backtesting)<\/h3>\n
\uacfc\uac70 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \uc124\uacc4\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac80\uc99d\ud558\ub294 \uacfc\uc815\uc744 \ubc31\ud14c\uc2a4\ud305\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc804\ub7b5\uc758 \uc720\ud6a8\uc131\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
7.3 \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n
\ub9ac\uc2a4\ud06c \uad00\ub9ac\ub294 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \uc801\uc808\ud55c \ud3ec\uc9c0\uc158 \uc0ac\uc774\uc9d5, \uc790\uc0b0 \ubd84\uc0b0 \ub4f1\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
8. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc640 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ud1b5\uacc4\uc801 \ucd94\ub860\uc744 \ud1b5\ud574 \ubaa8\ub378 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0, \uc2e4\uc9c8\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ud604\ud568\uc73c\ub85c\uc368, \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc2e4\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc81c \uc5ec\ub7ec\ubd84\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc2dc\uc791\ud560 \uc900\ube44\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4!<\/strong><\/p>\n9. \ucc38\uace0 \ubb38\ud5cc<\/h2>\n
\ud655\uc7a5\ub41c \ud559\uc2b5\uc744 \uc704\ud574 \ub2e4\uc74c\uc758 \ucc38\uace0 \ubb38\ud5cc\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4:<\/p>\n
\n- Russell, S. & Norvig, P. (2016). Artificial Intelligence: A Modern Approach<\/em>. Prentice Hall.<\/li>\n
- Alpaydin, E. (2020). Introduction to Machine Learning<\/em>. MIT Press.<\/li>\n
- Goodfellow, I., Bengio, Y. & Courville, A. (2016). Deep Learning<\/em>. MIT Press.<\/li>\n
- J. Peter, \u201cUnderstanding Machine Learning at Google,\u201d Google Research Blog<\/em>, 2020.<\/li>\n
- QuantInsti, \u201cAlgorithmic Trading,\u201d QuantInsti.com<\/em>.<\/li>\n<\/ul>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc774 \ub110\ub9ac \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uae30\ucd08\uc5d0\uc11c\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec \ubcf5\uc7a1\ud55c \uc54c\uace0\ub9ac\uc998 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud3c9\uac00\ud558\ub294 \ubc29\ubc95\ub860\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4. \ub610\ud55c, \ud1b5\uacc4\uc801 \ucd94\ub860\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac80\uc99d\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc9c8\uc801\uc778 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. 2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud1b5\uacc4\uc801 \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-29389","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud1b5\uacc4\uc801 \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/29389\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud1b5\uacc4\uc801 \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc774 \ub110\ub9ac \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uae30\ucd08\uc5d0\uc11c\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec \ubcf5\uc7a1\ud55c \uc54c\uace0\ub9ac\uc998 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud3c9\uac00\ud558\ub294 \ubc29\ubc95\ub860\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4. \ub610\ud55c, \ud1b5\uacc4\uc801 \ucd94\ub860\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac80\uc99d\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc9c8\uc801\uc778 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. 2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud1b5\uacc4\uc801 \ucd94\ub860\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29389\/\" \/>\n<meta property=\"og:site_name\" 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