{"id":15,"date":"2026-07-17T15:12:15","date_gmt":"2026-07-17T15:12:15","guid":{"rendered":"https:\/\/mlfromscratch.io\/ko\/?page_id=15"},"modified":"2026-09-08T17:00:23","modified_gmt":"2026-09-08T08:00:23","slug":"course","status":"publish","type":"page","link":"https:\/\/mlfromscratch.io\/ko\/course\/","title":{"rendered":"\uac15\uc758 \uc601\uc0c1"},"content":{"rendered":"\n<main class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-4a111495 wp-block-group-is-layout-constrained\" style=\"padding-top:56px;padding-bottom:80px\">\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-0ce7c628 wp-block-group-is-layout-constrained\">\n<h1 class=\"wp-block-heading\" style=\"font-size:clamp(20px, 1.25rem + ((1vw - 3.2px) * 1.875), 32px);font-weight:700\">\uac15\uc758 \uc601\uc0c1<\/h1>\n\n\n\n<p class=\"has-text-color wp-block-paragraph\" style=\"color:#6b7280\">\ucc45\uc758 \ubc14\ud0d5\uc774 \ub41c \ub300\ud559 \uac15\uc758 \uc601\uc0c1\uc744 \ucc45\uc758 \uc7a5 \uc21c\uc11c\ub85c \uc815\ub9ac\ud588\uc2b5\ub2c8\ub2e4. \uac15\uc758\uc640 \ucc45\uc758 \uad6c\uc131\uc774 \uc644\uc804\ud788 \uc77c\uce58\ud558\uc9c0\ub294 \uc54a\uc2b5\ub2c8\ub2e4. \uac15\uc758\uc790\ub8cc\ub294 <a href=\"https:\/\/mlfromscratch.io\/ko\/download\/26\/?tmstv=1784303215\">\uc555\ucd95 \ud30c\uc77c(.zip)<\/a>\ub85c \ub0b4\ub824\ubc1b\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"[SCS4049-02] Machine Learning and Data Science (2023-spring)\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/videoseries?list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-container-core-group-is-layout-7645412a wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">1\uc7a5 \u00b7 Introduction<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=FjoTHUBpbyA&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=1\" target=\"_blank\" rel=\"noopener\">Introduction to Machine Learning<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">2\uc7a5 \u00b7 Mathematical Foundation<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=aNWX2GhHlkI&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=2\" target=\"_blank\" rel=\"noopener\">Linear Algebra and Probability<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">3\uc7a5 \u00b7 Linear Regression<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=wTXv2Og8y60&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=5\" target=\"_blank\" rel=\"noopener\">Linear Regression I<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=T1O8C7pLwiw&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=6\" target=\"_blank\" rel=\"noopener\">Linear Regression II<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=SCC-Na4_U9w&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=7\" target=\"_blank\" rel=\"noopener\">Python: Linear Regression<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">4\uc7a5 \u00b7 Linear Classification<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=h-1CeK5olJM&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=8\" target=\"_blank\" rel=\"noopener\">Linear Classification I<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=HXx6H_Zbb-s&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=9\" target=\"_blank\" rel=\"noopener\">Linear Classification II<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=aba3UGIvbAc&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=10\" target=\"_blank\" rel=\"noopener\">Python: Perceptron and Logistic Regression<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=_zYEzRBQN_E&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=13\" target=\"_blank\" rel=\"noopener\">Python: Scikit-Learn Classification<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">5\uc7a5 \u00b7 Support Vector Machine<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=KbBgtIYhclQ&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=11\" target=\"_blank\" rel=\"noopener\">Convex Optimization<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=urbT9Pzk7A4&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=12\" target=\"_blank\" rel=\"noopener\">Support Vector Machine<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">6\uc7a5 \u00b7 Decision Tree and Random Forest<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=wgOrXlQjAyk&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=23\" target=\"_blank\" rel=\"noopener\">Decision Tree and Random Forest<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=U0Bq4jGek8w&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=24\" target=\"_blank\" rel=\"noopener\">Python: Decision Tree and Random Forest<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">7\uc7a5 \u00b7 Probabilistic Inference<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=3Iej0iZ_XwE&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=20\" target=\"_blank\" rel=\"noopener\">Information Theory<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=J99Pg8WL0bs&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=21\" target=\"_blank\" rel=\"noopener\">MLE and MAP<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">8\uc7a5 \u00b7 Model Evaluation<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=dOqgu4zsINo&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=18\" target=\"_blank\" rel=\"noopener\">Model Selection and Regularization<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=oqs8TLQUivs&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=22\" target=\"_blank\" rel=\"noopener\">Python: Regularization<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=c7zC8Ki1g_c&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=19\" target=\"_blank\" rel=\"noopener\">Python: Model Evaluation<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">9\uc7a5 \u00b7 Clustering<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=PkNelm_pyEA&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=14\" target=\"_blank\" rel=\"noopener\">K-Means Clustering<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=oGIFwkqItvY&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=15\" target=\"_blank\" rel=\"noopener\">Mixture of Gaussian Clustering<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ELApX2aWm64&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=16\" target=\"_blank\" rel=\"noopener\">Python: Clustering<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">10\uc7a5 \u00b7 Dimensionality Reduction<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ROOzn0yEsTc&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=25\" target=\"_blank\" rel=\"noopener\">Dimensional Reduction<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=hozqeuSjx_4&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=27\" target=\"_blank\" rel=\"noopener\">Python: Dimensional Reduction<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">11\uc7a5 \u00b7 Neural Networks and Backpropagation<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=CTIUCf0UlCs&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=26\" target=\"_blank\" rel=\"noopener\">Neural Network and Backpropagation I<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=zPR71O6c3EU&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=28\" target=\"_blank\" rel=\"noopener\">Neural Network and Backpropagation II<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=2QxC2era4rw&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=29\" target=\"_blank\" rel=\"noopener\">Python: Neural Network and Backpropagation<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">12\uc7a5 \u00b7 Convolutional Neural Network<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=n781OZ1i8XM&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=30\" target=\"_blank\" rel=\"noopener\">Image Convolution<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=SHYyBJ77kzs&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=31\" target=\"_blank\" rel=\"noopener\">Convolutional Neural Network<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=qTb9qtqd3aU&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=32\" target=\"_blank\" rel=\"noopener\">Python: Neural Network and Convolutional Neural Network<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">\ubcf4\ucda9 \u00b7 Python \uae30\ucd08<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=9rfhflli8Ro&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=3\" target=\"_blank\" rel=\"noopener\">Python: Basics<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=v62JXmmM9k0&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=4\" target=\"_blank\" rel=\"noopener\">Python: Advances<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" style=\"margin-top:16px;margin-bottom:4px;font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.625), 18px);\">\ubcf4\ucda9 \u00b7 Help Desk<\/h3>\n\n\n\n<ul style=\"color:#374151\" class=\"wp-block-list has-text-color\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=41Apx2u67mY&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=17\" target=\"_blank\" rel=\"noopener\">Help Desk I<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=2r3qnSkU2tk&amp;list=PLQAKf4EYHPqIQwwgJJknpLDCpVMPA-0qM&amp;index=33\" target=\"_blank\" rel=\"noopener\">Help Desk II<\/a><\/li>\n<\/ul>\n<\/div>\n<\/main>\n","protected":false},"excerpt":{"rendered":"<p>\uac15\uc758 \uc601\uc0c1 \ucc45\uc758 \ubc14\ud0d5\uc774 \ub41c \ub300\ud559 \uac15\uc758 \uc601\uc0c1\uc744 \ucc45\uc758 \uc7a5 \uc21c\uc11c\ub85c \uc815\ub9ac\ud588\uc2b5\ub2c8\ub2e4. \uac15\uc758\uc640 \ucc45\uc758 \uad6c\uc131\uc774 \uc644\uc804\ud788 \uc77c\uce58\ud558\uc9c0\ub294 \uc54a\uc2b5\ub2c8\ub2e4. \uac15\uc758\uc790\ub8cc\ub294 \uc555\ucd95 \ud30c\uc77c(.zip)\ub85c \ub0b4\ub824\ubc1b\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. 1\uc7a5 \u00b7 Introduction 2\uc7a5 \u00b7 Mathematical Foundation 3\uc7a5 \u00b7 Linear Regression 4\uc7a5 \u00b7 Linear Classification 5\uc7a5 \u00b7 Support Vector Machine 6\uc7a5 \u00b7 Decision Tree and Random Forest 7\uc7a5 \u00b7 Probabilistic Inference [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-15","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - 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