{"id":3892,"date":"2024-04-10T17:10:00","date_gmt":"2024-04-10T09:10:00","guid":{"rendered":"https:\/\/seo.tenten.co\/en\/?p=3892"},"modified":"2024-04-10T17:17:38","modified_gmt":"2024-04-10T09:17:38","slug":"roadmap-to-learn-ai-in-2024","status":"publish","type":"post","link":"https:\/\/seo.tenten.co\/ko\/ai-seo\/2024\ub144-ai-\ud559\uc2b5-\ub85c\ub4dc\ub9f5\/","title":{"rendered":"2024\ub144 AI \ub9c8\uc2a4\ud130\ub9c1 \uc804\ub7b5"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/802497e3-5b63-4bba-b789-4f314f502cfc\/0_1.webp\" alt=\"\" \/><br \/>\n\uadf8\ub807\ub2e4\uba74 \uadc0\ud558\uc758 \ubaa9\ud45c\ub294 AI \uc5f0\uad6c\uc5d0 \ub6f0\uc5b4\ub4dc\ub294 \uac83\uc785\ub2c8\uae4c? \ud558\uc9c0\ub9cc \uc5b4\ub5bb\uac8c, \uc5b4\ub514\uc11c\ubd80\ud130 \uc2dc\uc791\ud574\uc57c \ud560\uc9c0 \ud655\uc2e0\uc774 \uc5c6\uc73c\uc2e0\uac00\uc694?<\/p>\n<p>2020\ub144\uc5d0\ub294 \ub2e4\uc74c \ubaa9\ub85d\uc744 \uacf5\uc720\ud588\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/towardsdatascience.com\/top-20-free-data-science-ml-and-ai-moocs-on-the-internet-4036bd0aac12\">\uc628\ub77c\uc778\uc5d0\uc11c \uc774\uc6a9 \uac00\ub2a5\ud55c \uc0c1\uc704 20\uac1c \ubb34\ub8cc \ub370\uc774\ud130 \uacfc\ud559, ML \ubc0f AI MOOC<\/a>. \uadf8\ub7ec\ub098 \ub098\ub294 \uc218\ub9ce\uc740 \uac15\uc88c\uc5d0 \ub4f1\ub85d\ud558\ub294 \uac83\uc774 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc774 \uc544\ub2c8\ub77c\ub294 \uac83\uc744 \uae68\ub2eb\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub05d\uc5c6\ub294 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c \ubc97\uc5b4\ub098 \uc9c4\uc815\ud55c \uc804\ubb38 \uc9c0\uc2dd\uc744 \uc5bb\uc73c\ub824\uba74 \uc2e4\uc81c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0 \ucc38\uc5ec\ud558\uace0, \ucc98\uc74c\ubd80\ud130 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\uace0, \uc5f0\uad6c \ub17c\ubb38\uc744 \uad6c\ud604\ud558\uace0, \uc2e4\uc81c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ub9e4\ub825\uc801\uc778 AI \ud504\ub85c\uc81d\ud2b8\ub97c \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc791\ud488\uc740 <strong>\ubb34\ub8cc<\/strong> \uc774 \uc774\ub150\uc5d0 \ubd80\ud569\ud558\ub294 \ucee4\ub9ac\ud058\ub7fc\uc785\ub2c8\ub2e4. \ub098\ub294 \uc774 \uac15\uc88c \uc911 \uc77c\ubd80\ub97c \uc801\uadf9\uc801\uc73c\ub85c \uc218\uac15\ud558\uace0 \uc788\uc73c\ubbc0\ub85c \uc790\uc720\ub86d\uac8c \uc218\uac15\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/www.bneo.xyz\/contact\"><strong>\uc5f0\ub77d\ud558\ub2e4<\/strong><\/a> ~\uc5d0 <a href=\"https:\/\/twitter.com\/benxneo\"><strong>\ud2b8\uc704\ud130<\/strong><\/a> \ub610\ub294 <a href=\"https:\/\/www.linkedin.com\/in\/benedictneo\/\"><strong>\ub9c1\ud06c\ub4dc\uc778<\/strong><\/a> \uc800\uc640 \ud568\uaed8 \ubc30\uc6b0\uace0 \uc2f6\ub2e4\uba74!<\/p>\n<p>\ub610\ud55c, \ub204\ub77d\ub41c \ubd80\ubd84\uc774 \uc788\uc73c\uba74 \ub313\uae00\ub85c \ub0a8\uaca8\uc8fc\uc138\uc694!<\/p>\n<p>\uc138\ubd80 \uc0ac\ud56d\uc744 \uc0b4\ud3b4\ubcf4\uae30 \uc804\uc5d0 \ucee4\ub9ac\ud058\ub7fc\uacfc \ud559\uc2b5 \uacfc\uc815\uc5d0 \ub300\ud55c \uba87 \uac00\uc9c0 \uc9c0\uce68\uc5d0 \uad00\ud574 \uace0\ub824\ud574\uc57c \ud560 \ud2b9\uc815 \ud1b5\ucc30\ub825\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h1><a id=\"top-down-approach\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ud558\ud5a5\uc2dd\ubd80\ud130 \uc2dc\uc791\ud558\uae30<\/h1>\n<p>\uc774 \ucee4\ub9ac\ud058\ub7fc\uc740 \ud558\ud5a5\uc2dd \ubc29\ubc95\ub860\uc744 \ucc44\ud0dd\ud569\ub2c8\ub2e4. <strong>\ucc98\uc74c\uc5d0\ub294 \ucf54\ub529\uc5d0 \uc911\uc810\uc744 \ub450\uace0 \ub098\uc911\uc5d0 \uc774\ub860\uc744 \ub2e4\ub8f9\ub2c8\ub2e4.<\/strong>.<\/p>\n<p>\ub098\ub294 \uc120\ud638\ud55c\ub2e4 <strong>\ubd80\ub4dd\uc774\ud558\uac8c \ubc30\uc6b0\ub294 \uac83<\/strong>. \ud574\uacb0\ud574\uc57c \ud560 \ubb38\uc81c, \uace0\uc548\ud574\uc57c \ud560 \ud574\uacb0\ucc45, \ud504\ub85c\ud1a0\ud0c0\uc785\uc744 \uad6c\ucd95\ud574\uc57c \ud560 \ub54c\ub9c8\ub2e4 \ub098\ub294 \ud544\uc218 \uc815\ubcf4\ub97c \uad11\ubc94\uc704\ud558\uac8c \uac80\uc0c9\ud558\uace0 \uc774\ud574\ud558\uace0 \uadf8\uc5d0 \ub530\ub77c \uc870\uce58\ub97c \ucde8\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4, \ub098\uc758 \uc57c\ub9dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc0ac\ub78c\uc73c\ub85c \uc9c4\ud654\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. <a href=\"https:\/\/www.latent.space\/p\/ai-engineer\">AI \uc5d4\uc9c0\ub2c8\uc5b4<\/a> \uae30\ucd08 \uc218\uc900\uc758 LLM\uc5d0 \uc815\ud1b5\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ubcc0\ud658\uae30\ub97c \ucc98\uc74c\ubd80\ud130 \ucf54\ub529\ud558\uace0 GPU\uc5d0\uc11c LLM\uc744 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \uae30\ub2a5\uc774 \uc218\ubc18\ub429\ub2c8\ub2e4. \ud604\uc7ac \uc800\ub294 \uc9c0\uc2dd\uc758 \uaca9\ucc28\ub85c \uc778\ud574 \uc774\ub7ec\ud55c \ub2a5\ub825\uc774 \ubd80\uc871\ud569\ub2c8\ub2e4. \uc774\ub97c \uba54\uc6b0\uae30\ub85c \uacb0\uc2ec\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ucee4\ub9ac\ud058\ub7fc\uc740 \uc8fc\ub85c NLP\uc5d0 \uc911\uc810\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucef4\ud4e8\ud130 \ube44\uc804\uc774\ub098 \uac15\ud654 \ud559\uc2b5\uacfc \uac19\uc740 \ub2e4\ub978 AI \uc804\ubb38 \ubd84\uc57c\uc5d0 \uad00\uc2ec\uc774 \uc788\ub2e4\uba74 \uc544\ub798\uc5d0 \ub313\uae00\uc744 \ub0a8\uae30\uac70\ub098 \uc800\uc5d0\uac8c \uc9c1\uc811 \uba54\uc2dc\uc9c0\ub97c \ubcf4\ub0b4\uc8fc\uc138\uc694. <a href=\"https:\/\/twitter.com\/benxneo\/\"><strong>\ud2b8\uc704\ud130<\/strong><\/a> \ub610\ub294 <a href=\"https:\/\/www.linkedin.com\/in\/benedictneo\/\"><strong>\ub9c1\ud06c\ub4dc\uc778<\/strong><\/a>. \uba87 \uac00\uc9c0 \ucd94\ucc9c \uc790\ub8cc\ub97c \uc54c\ub824\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc218\ub9ce\uc740 \ub9c1\ud06c\ub85c \ub2f9\uc2e0\uc744 \ub36e\uce58\uae30 \uc804\uc5d0 \ub204\uad70\uac00\uac00 \uac15\uc870\ud588\uc73c\uba74 \uc88b\uc558\uc744 \ud150\ub370\uc694. <strong>\ub450 \uac00\uc9c0 \uc911\uc694\ud55c \uce21\uba74<\/strong> \ud559\uc2b5 \uc5ec\uc815\uc744 \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 \uc54c\uace0 \uc788\uc5c8\uc5b4\uc57c \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<h1><a id=\"learn-in-public\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\uacf5\uac1c \ub3c4\uba54\uc778\uc5d0\uc11c\uc758 \uad50\uc721<\/h1>\n<p>\uc9c0\uc2dd\uc758 \uc601\uc5ed\uc740 \ubc29\ub300\ud558\uace0 \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ud2b9\ud788 \ub9e4\uc8fc \ud68d\uae30\uc801\uc778 \uc5f0\uad6c\uc640 \uac1c\ub150\uc774 \ub4f1\uc7a5\ud558\ub294 AI \ubd84\uc57c\uc5d0\uc11c\ub294 \ub354\uc6b1 \uadf8\ub807\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc0ac\ub78c\uc774 \uc800\uc9c0\ub97c \uc218 \uc788\ub294 \uac00\uc7a5 \uc2ec\uac01\ud55c \uc2e4\uc218\ub294 \ud559\uc2b5\uc744 \uc0ac\uc801\uc778 \uc601\uc5ed\uc5d0\ub9cc \uad6d\ud55c\uc2dc\ud0a4\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub807\uac8c \ud558\uba74 \uc131\uc7a5 \uae30\ud68c\uac00 \uc81c\ud55c\ub429\ub2c8\ub2e4. \ub2e8\uc21c\ud788 \uc791\uc5c5\uc744 \uc644\ub8cc\ud558\ub294 \uac83\ub9cc\uc73c\ub85c\ub294 \uc758\ubbf8\uac00 \uc5c6\uc2b5\ub2c8\ub2e4. \ub354 \ud070 \uac00\uce58\ub97c \uc9c0\ub2cc \uac83\uc740 \uc815\ubcf4\ub97c \uc5b4\ub5bb\uac8c \ud761\uc218\ud558\uace0, \uc774\ub97c \uc804\ud30c\ub97c \uc704\ud55c \uc9c0\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\uace0, \uadf8 \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \ud601\uc2e0\uc801\uc778 \uc194\ub8e8\uc158\uacfc \uc544\uc774\ub514\uc5b4\ub97c \uad6c\uc0c1\ud558\ub294\uac00\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub530\ub77c\uc11c \ub2e4\uc74c\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. <a href=\"https:\/\/www.swyx.io\/learn-in-public\"><strong>\uacf5\uacf5\uc7a5\uc18c\uc5d0\uc11c \uad50\uc721\ud558\ub2e4<\/strong><\/a>.<\/p>\n<p>\uc774\ub294 \ub2e4\uc74c\uc744 \uc218\ubc18\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ube14\ub85c\uadf8 \ubc0f \ud29c\ud1a0\ub9ac\uc5bc \ucd08\uc548 \uc791\uc131<\/li>\n<li>\ud574\ucee4\ud1a4\uc5d0 \ucc38\uc5ec\ud558\uace0 \ub3d9\ub8cc\ub4e4\uacfc \ud611\ub825<\/li>\n<li>Discord \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c \uc9c8\ubb38\ud558\uace0 \ud574\uacb0\ud558\uae30<\/li>\n<li>\uac1c\uc778\uc801\uc778 \uad00\uc2ec \ud504\ub85c\uc81d\ud2b8 \uc2dc\uc791\ud558\uae30<\/li>\n<li>\uc0c8\ub85c \ubc1c\uacac\ud55c \ubc1c\uacac\uc744 \ud2b8\uc704\ud130\uc5d0 \uacf5\uc720\ud558\uae30<\/li>\n<\/ul>\n<p>\uac8c\ub2e4\uac00 \ud2b8\uc704\ud130\uc758 \uacbd\uc6b0,<\/p>\n<h1><a id=\"use-twitter\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ud2b8\uc704\ud130\ub97c \ub3c4\uad6c\ub85c \ud65c\uc6a9<\/h1>\n<p>\ud2b8\uc704\ud130\ub294 \uc62c\ubc14\ub978 \uac1c\uc778\uc5d0 \ub530\ub77c \ud6a8\uacfc\uc801\uc73c\ub85c \uc0ac\uc6a9\ub420 \ub54c \ud604\ub300\uc5d0 \uac00\uc7a5 \uac00\uce58 \uc788\ub294 \uc18c\uc15c \ud50c\ub7ab\ud3fc\uc784\uc774 \uc785\uc99d\ub429\ub2c8\ub2e4.<\/p>\n<p><strong>\ub204\uad6c\ub97c \ub530\ub77c\uac08 \uac83\uc778\uac00<\/strong>? \uc120\ubcc4\ub41c \ub0b4\uc6a9\uc744 \ud655\uc778\ud574 \ubcf4\uc138\uc694. <a href=\"https:\/\/twitter.com\/i\/lists\/1539497752140206080?s=20\">Suhail\uc758 AI \ubaa9\ub85d<\/a>.<\/p>\n<p><strong>\ud2b8\uc704\ud130 \ud65c\uc6a9<\/strong>? Near\uc758 \uac00\uc774\ub4dc\ub97c \ucc38\uc870\ud558\uc138\uc694. <a href=\"https:\/\/near.blog\/how-to-twitter-successfully\/?curius=1935\">\ud6a8\uacfc\uc801\uc778 \ud2b8\uc704\ud130 \uad00\ud589<\/a>.<\/p>\n<p>\ud2b8\uc704\ud130\ub97c \ud1b5\ud574 \uac1c\uc778\uc5d0\uac8c \ub2e4\uac00\uac00\uc138\uc694. \uc9c4\uc2e4\ud558\uace0 \uac04\uacb0\ud558\uba70 \uc694\uad6c\uc0ac\ud56d\uc744 \uba85\ud655\ud558\uac8c \ud45c\ud604\ud558\uc138\uc694. \uc774 \uac00\uc774\ub4dc\ub294 <a href=\"https:\/\/sriramk.com\/coldemail\/\">\ucf5c\ub4dc \uc774\uba54\uc77c \uc791\uc131<\/a> by Sriram Krishnan\uc740 \uc9c1\uc811 \uba54\uc2dc\uc9c0\uc5d0\ub3c4 \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p><strong>\ud2b8\uc717 \uad6c\uc131?<\/strong> \uc778\uc6a9\ud558\ub2e4 <a href=\"https:\/\/jxnl.github.io\/blog\/writing\/2024\/01\/11\/anatomy-of-a-tweet\/#hook\">\ud2b8\uc717\uc758 \uc694\uc18c<\/a> ~\uc5d0 \uc758\ud574 <a href=\"https:\/\/twitter.com\/jxnlco\">\uc81c\uc774\uc2a8<\/a>, \uac1c\ubc1c\uc790 <a href=\"https:\/\/github.com\/jxnl\/instructor\">\uac15\uc0ac<\/a>, \uba87 \ub2ec \ub9cc\uc5d0 14,000\uba85\uc758 \ud314\ub85c\uc6cc\ub97c \ubaa8\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc744 \uc815\ub3c5\ud558\uace0 \uc788\ub2e4\uba74, <a href=\"https:\/\/twitter.com\/benxneo\"><strong>\ud2b8\uc704\ud130\uc5d0\uc11c \ub098\ub97c \ud314\ub85c\uc6b0\ud558\uc138\uc694<\/strong><\/a>!<\/p>\n<p><a href=\"https:\/\/twitter.com\/benxneo\"><strong>\uc800\uc5d0\uac8c \uc5f0\ub77d\ud558\uc138\uc694<\/strong><\/a> \uc9c4\ud589\uc911\uc778 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uad00\ud574! \ud765\ubbf8\ub85c\uc6b4 \ub178\ub825\uc5d0 \ub300\ud55c \ud611\uc5c5\uc740 \ud56d\uc0c1 \ub098\uc758 \uad00\uc2ec\uc744 \ubd88\ub7ec\uc77c\uc73c\ud0b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c \uc138\ubd80 \uc0ac\ud56d\uc744 \uc0b4\ud3b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h1><a id=\"table-of-contents\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ubaa9\ucc28\uac1c\uc694<\/h1>\n<ul>\n<li><a href=\"#aed3\"><strong>\uc218\ud559\uc801 \uae30\ucd08<\/strong><\/a><\/li>\n<li><a href=\"#102a\"><strong>\uad8c\uc7a5 \ub3c4\uad6c<\/strong><\/a><br \/>\n\u3147 <a href=\"#6e37\">\ud30c\uc774\uc36c<\/a><br \/>\n\u3147 <a href=\"#58a1\">\ud30c\uc774\ud1a0\uce58<\/li>\n<li><a href=\"#35df\"><strong>\uae30\uacc4 \ud559\uc2b5<\/strong><\/a><br \/>\n\u3147 <a href=\"#00a3\">\ucc98\uc74c\ubd80\ud130 \uc54c\uace0\ub9ac\uc998 \ub9cc\ub4e4\uae30<\/a><br \/>\n\u3147 <a href=\"#badd\">\ub300\ud68c \ucc38\uac00<\/a><br \/>\n\u3147 <a href=\"#9532\">\uc0ac\uc774\ub4dc \ud504\ub85c\uc81d\ud2b8 \uc2e4\ud589<\/a><br \/>\n\u3147 <a href=\"#5478\">\ud504\ub85c\uc81d\ud2b8 \ubc30\ud3ec<\/a><br \/>\n\u3147 <a href=\"#f11d\">\ubcf4\ucda9\uc790\ub8cc<\/a><\/li>\n<li><a href=\"#749a\"><strong>\ub525\ub7ec\ub2dd<\/strong><\/a><br \/>\n\u3147 <a href=\"#2c56\">Fast.ai<\/a><br \/>\n\u3147 <a href=\"#e484\">\ub354 \ub9ce\uc740 \ub300\ud68c\uc5d0 \ucc38\uc5ec<\/a><br \/>\n\u3147 <a href=\"#3352\">\uc5f0\uad6c \ub17c\ubb38\uc758 \uad6c\ud604<\/a><br \/>\n\u3147 <a href=\"#0508\">\ucef4\ud4e8\ud130 \ube44\uc804 \ud0d0\uad6c<\/a><br \/>\n\u3147 <a href=\"#fde8\">NLP\uc5d0 \ub6f0\uc5b4\ub4e4\uae30<\/a><\/li>\n<li><a href=\"#7951\"><strong>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378<\/strong><\/a><br \/>\n\u3147 <a href=\"#77a2\">\uc2e0\uacbd\ub9dd \ubcf4\uae30: Zero to Hero<\/a><br \/>\n\u3147 <a href=\"#0651\">\ubb34\ub8cc LLM \ubd80\ud2b8 \ucea0\ud504 \ucc38\uc5ec<\/a><br \/>\n\u3147 <a href=\"#8e29\">LLM\uc73c\ub85c \ud504\ub85c\uc81d\ud2b8 \ub9cc\ub4e4\uae30<\/a><br \/>\n\u3147 <a href=\"#d380\">\ud574\ucee4\ud1a4 \ucc38\uc5ec<\/a><br \/>\n\u3147 <a href=\"#ed12\">\uc5f0\uad6c \ub17c\ubb38 \ud0d0\uc0c9<\/a><br \/>\n\u3147 <a href=\"#4df0\">\ucc98\uc74c\ubd80\ud130 Transformer \uac1c\ubc1c<\/a><br \/>\n\u3147 <a href=\"#b314\">\ucd94\ucc9c \ube14\ub85c\uadf8 \uc77d\uae30<\/a><br \/>\n\u3147 <a href=\"#897c\">Umar Jamil\uc758 \uc791\ud488 \ubcf4\uae30<\/a><br \/>\n\u3147 <a href=\"#40d8\">\uc624\ud508 \uc18c\uc2a4 \ubaa8\ub378 \uc6b4\uc601 \ubc29\ubc95 \ud559\uc2b5<\/a><br \/>\n\u3147 <a href=\"#a543\">\uc2e0\uc18d\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uae30\uc220<\/a><br \/>\n\u3147 <a href=\"#efd0\">LLM \ubbf8\uc138 \uc870\uc815<\/a><br \/>\n\u3147 <a href=\"#ef76\">RAG\uc5d0 \uad00\ud55c \uc5f0\uad6c<\/a><\/li>\n<li><a href=\"#3aff\"><strong>\uacc4\uc18d \uc5c5\ub370\uc774\ud2b8<\/strong><\/a><\/li>\n<li><a href=\"#352f\"><strong>\ub300\uccb4 \ucee4\ub9ac\ud058\ub7fc \ubc0f \ucc38\uace0 \ubaa9\ub85d<\/strong><\/a><\/li>\n<\/ul>\n<h1><a id=\"mathematics\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\uc218\ud559 \uae30\ucd08<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/b4d2dff1-ba97-43f8-9658-24987cb408a3\/0_0.webp\" alt=\"\" \/><\/p>\n<p>DALL\u00b7E<\/p>\n<p>\uae30\uacc4 \ud559\uc2b5\uc740 \uc120\ud615 \ub300\uc218\ud559, \ubbf8\uc801\ubd84\ud559, \ud655\ub960 \ubc0f \ud1b5\uacc4\ub77c\ub294 \uc138 \uac00\uc9c0 \ud575\uc2ec \uc218\ud559 \uae30\ub465\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uac01 \uc694\uc18c\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \ucd5c\uc801 \uc131\ub2a5\uc744 \ucd09\uc9c4\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc120\ud615\ub300\uc218\ud559:<\/strong> \uc54c\uace0\ub9ac\uc998 \ud574\uc11d \ubc0f \uc815\ubcf4 \ucc98\ub9ac\ub97c \uc704\ud55c \uae30\ubcf8 \ub9e4\uccb4 \uc5ed\ud560\uc744 \ud558\ub294 \ud589\ub82c\uacfc \ubca1\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \uad00\ub9ac \ubc0f \uc870\uc791\uc744 \uc704\ud55c \uc218\ud559\uc801 \ud504\ub808\uc784\uc6cc\ud06c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uacc4\uc0b0\ubc95:<\/strong> \uae30\uacc4 \ud559\uc2b5 \ucd5c\uc801\ud654\uc758 \uc6d0\ub3d9\ub825 \uc5ed\ud560\uc744 \ud558\uba70 \uc54c\uace0\ub9ac\uc998\uc774 \uae30\uc6b8\uae30\uc640 \uc18d\ub3c4 \ubcc0\ud654\ub97c \uc774\ud574\ud558\uc5ec \ud559\uc2b5\ud558\uace0 \uac1c\uc120\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud655\ub960\uacfc \ud1b5\uacc4:<\/strong> \ubd88\ud655\uc2e4\uc131 \uc18d\uc5d0\uc11c \uc758\uc0ac\uacb0\uc815\uc744 \uc704\ud55c \uae30\ubcf8 \uc6d0\uce59\uc744 \uc81c\uacf5\ud558\uc5ec \uc54c\uace0\ub9ac\uc998\uc774 \uacb0\uacfc\ub97c \uc608\uce21\ud558\uace0 \ud655\ub960 \ubc0f \ubd84\uc0b0 \ubaa8\ub378\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uac1c\ubc1c\uc790\uc758 \uad00\uc810\uc5d0\uc11c \uae30\uacc4 \ud559\uc2b5\uc744 \uc704\ud55c \uc218\ud559\uc5d0 \uad00\ud55c \uacbd\uc774\ub85c\uc6b4 \uc2dc\ub9ac\uc988\ub97c \ud0d0\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/www.youtube.com\/playlist?list=PLD80i8An1OEGZ2tYimemzwC3xqkU0jKUg\"><strong>\uc5ec\uae30<\/strong><\/a> \uac00\uc911\uce58 \ubc0f \ud3b8\ud5a5 \uae30\uc900.<\/p>\n<p><a href=\"https:\/\/github.com\/wandb\/edu\/tree\/main\/math-for-ml\">\uc18c\uc2a4 \ucf54\ub4dc<\/a>)<\/p>\n<p>\uc120\ud615 \ub300\uc218\ud559\uc5d0 \ub300\ud55c \ucf54\ub4dc \uc911\uc2ec \uc811\uadfc \ubc29\uc2dd\uc744 \uc120\ud638\ud55c\ub2e4\uba74 \ub2e4\uc74c\uc744 \uc0b4\ud3b4\ubcf4\uc138\uc694. <a href=\"https:\/\/www.fast.ai\/posts\/2017-07-17-num-lin-alg.html\"><strong>\uc804\uc0b0 \uc120\ud615 \ub300\uc218\ud559<\/strong><\/a> (<a href=\"https:\/\/www.youtube.com\/playlist?list=PLtmWHNX-gukIc92m1K0P6bIOnZb-mg0hY\">\ube44\ub514\uc624 \uc2dc\ub9ac\uc988<\/a>, <a href=\"https:\/\/github.com\/fastai\/numerical-linear-algebra\">\uc18c\uc2a4 \ucf54\ub4dc<\/a>) fast.ai \uac1c\ubc1c\uc790\uac00 \uacf5\uc720\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub530\ub974\ub2e4 <a href=\"https:\/\/pabloinsente.github.io\/intro-linear-algebra\"><strong>Python\uc744 \uc774\uc6a9\ud55c \uc751\uc6a9 \uae30\uacc4 \ud559\uc2b5\uc744 \uc704\ud55c \uc120\ud615 \ub300\uc218\ud559 \uc18c\uac1c<\/strong><\/a> \ucf54\uc2a4\uc640 \ubcd1\ud589\ud558\uc5ec.<\/p>\n<p>\ubcf4\ub2e4 \uc77c\ubc18\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc6d0\ud55c\ub2e4\uba74 \ub2e4\uc74c\uc744 \ud655\uc778\ud558\uc138\uc694. <strong>\uc784\ud398\ub9ac\uc5bc \uce7c\ub9ac\uc9c0 \ub7f0\ub358\uc5d0\uc11c \uac15\uc758<\/strong> \u2014 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLiiljHvN6z1_o1ztXTKWPrShrMrBLo5P3\">\uc120\ud615\ub300\uc218\ud559<\/a> &amp; <a href=\"https:\/\/www.youtube.com\/playlist?list=PLiiljHvN6z193BBzS0Ln8NnqQmzimTW23\">\ub2e4\ubcc0\ub7c9 \ubbf8\uc801\ubd84\ud559<\/a>.<\/p>\n<p>3Blue1Brown&#039;s \ubcf4\uae30 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab\"><strong>\uc120\ud615\ub300\uc218\ud559\uc758 \ubcf8\uc9c8<\/strong><\/a> \uadf8\ub9ac\uace0 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr\"><strong>\ubbf8\uc801\ubd84\ud559\uc758 \ubcf8\uc9c8<\/strong><\/a>.<\/p>\n<p>\uad00\ucc30\ud558\ub2e4 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLblh5JKOoLUK0FLuzwntyYI10UQFUhsY9\"><strong>\ud1b5\uacc4 \uae30\ucd08<\/strong><\/a> \ud1b5\uacc4\ub97c \uc704\ud55c StatQuest \uc81c\uacf5<\/p>\n<p><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/p>\n<ul>\n<li>\ucc45: <a href=\"https:\/\/mml-book.github.io\/book\/mml-book.pdf\">\uae30\uacc4 \ud559\uc2b5\uc744 \uc704\ud55c \uc218\ud559<\/a><\/li>\n<li>\uc885\uc774: <a href=\"https:\/\/arxiv.org\/pdf\/1802.01528.pdf\">\ub525\ub7ec\ub2dd\uc5d0 \ud544\uc694\ud55c \ud589\ub82c \ubbf8\uc801\ubd84\ud559<\/a><\/li>\n<\/ul>\n<h1><a id=\"tools\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\uc790\uc6d0<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/a2f650c2-d452-4d76-b506-6f26c9845d8c\/0_0.webp\" alt=\"\" \/><\/p>\n<p>DALL\u00b7E<\/p>\n<h2><a id=\"python\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ud30c\uc774\uc36c<\/h2>\n<p>\ucd08\ubcf4\uc790\ub294 \uc5ec\uae30\uc5d0\uc11c \uc2dc\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4: <a href=\"https:\/\/dabeaz-course.github.io\/practical-python\/Notes\/Contents.html\"><strong>\uc2e4\uc6a9\uc801\uc778 Python \ud504\ub85c\uadf8\ub798\ubc0d<\/strong><\/a>.<\/p>\n<p>\uc774\ubbf8 Python\uc5d0 \ub2a5\uc219\ud558\ub2e4\uba74 \ub2e4\uc74c\uc744 \uace0\ub824\ud574\ubcf4\uc138\uc694. <a href=\"https:\/\/github.com\/dabeaz-course\/python-mastery?tab=readme-ov-file\"><strong>\uace0\uae09 \ud30c\uc774\uc36c \uc219\ub2ec<\/strong><\/a><\/p>\n<p>\ub458 \ub2e4 Python Cookbook\uc758 \ucc3d\uc2dc\uc790\uc778 David Beazley\uc758 \ub6f0\uc5b4\ub09c \uac15\uc88c\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uc73c\ub85c \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uae30 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLdQruVCKu10lhVEnAQqRncVc8EIQN-x-X\"><strong>\uc81c\uc784\uc2a4 \ud30c\uc6f0\uc758<\/strong> \ud504\ub808\uc820\ud14c\uc774\uc158<\/a><\/p>\n<p>\ud0d0\uad6c\ud558\ub2e4 <a href=\"https:\/\/python-patterns.guide\/\">Python \ub514\uc790\uc778 \ud328\ud134<\/a>.<\/p>\n<p><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/p>\n<ul>\n<li>\ucc45: <a href=\"https:\/\/www.oreilly.com\/library\/view\/fluent-python-2nd\/9781492056348\/\">\uc720\ucc3d\ud55c Python, 2\ud310<\/a> (<a href=\"https:\/\/github.com\/fluentpython\/example-code-2es\">\uc18c\uc2a4 \ucf54\ub4dc<\/a>)<\/li>\n<li>\ud31f\uce90\uc2a4\ud2b8: <a href=\"https:\/\/realpython.com\/podcasts\/rpp\/\">\uc2e4\uc81c \ud30c\uc774\uc36c<\/a> &amp; <a href=\"https:\/\/talkpython.fm\/episodes\/all\">\ud30c\uc774\uc36c \uc774\uc57c\uae30<\/a><\/li>\n<\/ul>\n<h2><a id=\"pytorch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ud30c\uc774\ud1a0\uce58<\/h2>\n<p>\ubcf4\ub2e4 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLhhyoLH6IjfxeoooqP9rhU3HJIAVAJ3Vz\">PyTorch \ud29c\ud1a0\ub9ac\uc5bc<\/a> ~\uc5d0 \uc758\ud574 <a href=\"https:\/\/www.youtube.com\/c\/AladdinPersion\">\uc54c\ub77c\ub518 \ud398\ub974\uc190<\/a><\/p>\n<p>PyTorch \uc6f9\uc0ac\uc774\ud2b8\ub294 \uadc0\uc911\ud55c \ucf58\ud150\uce20\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a href=\"https:\/\/pytorch.org\/examples\/\">PyTorch \uc608\uc81c<\/a><\/li>\n<li><a href=\"https:\/\/pytorch.org\/tutorials\/index.html\">\uacf5\uc2dd PyTorch \ud29c\ud1a0\ub9ac\uc5bc<\/a><\/li>\n<li><a href=\"https:\/\/pytorch.org\/docs\/stable\/notes\/faq.html\">FAQ \ud398\uc774\uc9c0<\/a><\/li>\n<\/ul>\n<p>\uba87 \uac00\uc9c0 \ud37c\uc990\uc5d0 \ub3c4\uc804\ud574 \ubcf4\uc138\uc694.<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/srush\/Tensor-Puzzles\">srush\/Tensor-Puzzles: \ud37c\uc990\uc744 \ud480\uc5b4\ubcf4\uc138\uc694. PyTorch \uae30\uc220 \ud5a5\uc0c1<\/a><\/li>\n<\/ul>\n<p><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/p>\n<ul>\n<li>\ucc45: <a href=\"https:\/\/www.oreilly.com\/library\/view\/programming-pytorch-for\/9781492045342\/\">\ub525 \ub7ec\ub2dd\uc744 \uc704\ud55c PyTorch \ud504\ub85c\uadf8\ub798\ubc0d<\/a><\/li>\n<\/ul>\n<h1><a id=\"machine-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\uae30\uacc4 \ud559\uc2b5<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/6c6f3332-a0b2-4ce7-a474-42ad8068ac43\/0_3.webp\" alt=\"\" \/><\/p>\n<p>DALL\u00b7E<\/p>\n<p>\ub2e4\uc74c\uc744 \ucc38\uc870\ud558\uc138\uc694. <a href=\"https:\/\/themlbook.com\/\">100\ud398\uc774\uc9c0 ML<\/a> \ucc45.<\/p>\n<h2><a id=\"write-from-scratch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ucc98\uc74c\ubd80\ud130 \uac1c\ubc1c<\/h2>\n<p>\uacf5\ubd80\ud558\ub294 \ub3d9\uc548 \uc54c\uace0\ub9ac\uc998\uc744 \ucc98\uc74c\ubd80\ud130 \uad6c\ud604\ud574 \ubcf4\uc138\uc694.<\/p>\n<p>\uc544\ub798 \ub098\uc5f4\ub41c \uc800\uc7a5\uc18c\ub97c \ud655\uc778\ud558\uc138\uc694.<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/eriklindernoren\/ML-From-Scratch\">eriklindernoren\/ML-\ucc98\uc74c\ubd80\ud130<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/JeremyNixon\/oracle\">\uc81c\ub808\ubbf8\ub2c9\uc2a8\/\uc624\ub77c\ud074<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/trekhleb\/homemade-machine-learning\">trekhleb\/\uc9d1\uc5d0\uc11c \ub9cc\ub4e0 \uae30\uacc4 \ud559\uc2b5<\/a><\/li>\n<\/ul>\n<p>\uc5b4\ub824\uc6b4 \uc791\uc5c5\uc758 \uacbd\uc6b0 \uc774 \uacfc\uc815\uc744 \ub530\ub77c \ucc98\uc74c\ubd80\ud130 PyTorch\ub97c \uad6c\ucd95\ud574 \ubcf4\uc138\uc694.<\/p>\n<ul>\n<li><a href=\"https:\/\/minitorch.github.io\/\">MiniTorch: \uae30\uacc4 \ud559\uc2b5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0 \ub300\ud55c DIY \uacfc\uc815<\/a> (<a href=\"https:\/\/www.youtube.com\/playlist?list=PLO45-80-XKkQyROXXpn4PfjF1J2tH46w8\">\ube44\ub514\uc624 \uc2dc\ub9ac\uc988<\/a>, <a href=\"https:\/\/github.com\/minitorch\">\uc18c\uc2a4 \ucf54\ub4dc<\/a>)<\/li>\n<\/ul>\n<h2><a id=\"compete\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ub300\ud68c\uc5d0 \ucc38\uac00\ud558\uc138\uc694<\/h2>\n<p>\uacbd\uc7c1 \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc9c0\uc2dd\uc744 \uc801\uc6a9\ud558\uc2ed\uc2dc\uc624.<\/p>\n<ul>\n<li>\ub2e4\uc74c\uacfc \uac19\uc740 \ud50c\ub7ab\ud3fc\uc5d0\uc11c ML \uacbd\uc7c1\uc5d0 \ucc38\uc5ec\ud558\uc138\uc694. <a href=\"https:\/\/bitgrit.net\/competition\/\">\uc501\uc4f8\ud55c<\/a> \uadf8\ub9ac\uace0 <a href=\"https:\/\/www.kaggle.com\/\">\uce90\uae00<\/a>; \ub354 \ub9ce\uc740 \uac83\uc744 \ucc3e\uc544\ubcf4\uc138\uc694 <a href=\"https:\/\/towardsdatascience.com\/12-data-science-ai-competitions-to-advance-your-skills-in-2021-32e3fcb95d8c\">\uc774 \uae30\uc0ac<\/a>.<\/li>\n<li>\uac80\ud1a0 <a href=\"https:\/\/farid.one\/kaggle-solutions\">\uc0ac\uc804 \uc2b9\ub9ac \uc194\ub8e8\uc158<\/a> \ubd84\uc11d\ud558\uace0<\/li>\n<\/ul>\n<h2><a id=\"do-side-projects\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a><strong>\uc0ac\uc774\ub4dc \ud504\ub85c\uc81d\ud2b8\uc5d0 \ucc38\uc5ec<\/strong><\/h2>\n<p>\ud0d0\uad6c\ud558\ub2e4 <a href=\"https:\/\/vickiboykis.com\/2020\/06\/09\/getting-machine-learning-to-production\/\">\ud504\ub85c\ub355\uc158\uc5d0 \uba38\uc2e0\ub7ec\ub2dd \ub3c4\uc785<\/a> \uc791\uc131\uc790: \ube44\ud0a4 \ubcf4\uc774\ud0a4\uc2a4<\/p>\n<p>\uadf8\ub140\ub294 \ub610\ud55c \uc790\uc2e0\uc758 \uacbd\ud5d8 \uad6c\ucd95\uc744 \ubb38\uc11c\ud654\ud588\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/vickiboykis.com\/2024\/01\/05\/retro-on-viberary\/\">\ube44\ubca0\ub9ac<\/a>, \uc758\ubbf8\ub860\uc801 \ub3c4\uc11c \uac80\uc0c9 \uc5d4\uc9c4\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \uc138\ud2b8\ub97c \ud655\ubcf4\ud558\uace0 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4(\uc608: \ud65c\uc6a9 <a href=\"https:\/\/www.earthdata.nasa.gov\/learn\/blog\/earthaccess\">\uc9c0\uad6c \uc811\uadfc<\/a> NASA \uc9c0\uad6c \ub370\uc774\ud130\uc6a9).<\/p>\n<p>\ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uad6c\uc131\ud569\ub2c8\ub2e4. <a href=\"https:\/\/streamlit.io\/\">\uc720\uc120\ud615<\/a> \uadf8\ub9ac\uace0 \ud2b8\uc704\ud130\uc5d0 \uacf5\uc720\ud574\ubcf4\uc138\uc694.<\/p>\n<h2><a id=\"deploy-them\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ubaa8\ub378 \ubc30\ud3ec<\/h2>\n<p>\ubaa8\ub378\uc744 \uc0dd\uc0b0\uc5d0 \ud22c\uc785\ud569\ub2c8\ub2e4. \uc2e4\ud5d8\uc744 \ucd94\uc801\ud558\uc138\uc694. \ubaa8\ub378\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc138\uc694. \ub370\uc774\ud130\uc640 \ubaa8\ub378 \ub4dc\ub9ac\ud504\ud2b8\ub97c \uc9c1\uc811 \uacbd\ud5d8\ud574\ubcf4\uc138\uc694.<\/p>\n<p>\uc774\ub7ec\ud55c \uadc0\uc911\ud55c \ub9ac\uc18c\uc2a4\ub97c \uc0b4\ud3b4\ubcf4\uc138\uc694<\/p>\n<ul>\n<li><a href=\"https:\/\/madewithml.com\/\">ML\ub85c \uc81c\uc791<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/DataTalksClub\/mlops-zoomcamp\">DataTalksClub\/mlops-zoomcamp: \ubb34\ub8cc MLOps \uacfc\uc815<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/chiphuyen\/machine-learning-systems-design\">Chiphuyen\/\uba38\uc2e0\ub7ec\ub2dd \uc2dc\uc2a4\ud15c \uc124\uacc4<\/a><\/li>\n<li><a href=\"https:\/\/www.evidentlyai.com\/ml-system-design\">\ubd84\uba85\ud788 AI \u2014 ML \uc2dc\uc2a4\ud15c \uc124\uacc4: 300\uac1c \uc0ac\ub840 \uc5f0\uad6c<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/stas00\/ml-engineering\">stas00\/ml-engineering: \uae30\uacc4 \ud559\uc2b5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \uc628\ub77c\uc778 \ub3c4\uc11c<\/a><\/li>\n<\/ul>\n<h2><a id=\"supplementary\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.oreilly.com\/library\/view\/machine-learning-with\/9781801819312\/\">PyTorch\uc640 Scikit-Learn\uc744 \uc0ac\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd<\/a> (<a href=\"https:\/\/github.com\/rasbt\/machine-learning-book\">\uc18c\uc2a4 \ucf54\ub4dc<\/a>)<\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1811.12808\">[1811.12808] \uae30\uacc4 \ud559\uc2b5\uc758 \ubaa8\ub378 \ud3c9\uac00, \ubaa8\ub378 \uc120\ud0dd \ubc0f \uc54c\uace0\ub9ac\uc998 \uc120\ud0dd<\/a><\/li>\n<li><a href=\"https:\/\/huyenchip.com\/ml-interviews-book\/\">\uba38\uc2e0\ub7ec\ub2dd \uc778\ud130\ubdf0 \uc18c\uac1c \ub3c4\uc11c \u00b7MLIB<\/a><\/li>\n<\/ul>\n<h1><a id=\"deep-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ub525\ub7ec\ub2dd<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/309c3b6c-52ec-4ad6-8bfd-fac1976b5b1c\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\ud558\ud5a5\uc2dd \uc811\uadfc \ubc29\uc2dd\uc5d0 \uad00\uc2ec\uc774 \uc788\ub294 \uc0ac\ub78c\ub4e4\uc740 fast.ai\ub85c \uc2dc\uc791\ud558\uc138\uc694.<\/p>\n<h2><a id=\"fast-ai\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>Fast.ai<\/h2>\n<ul>\n<li>fast.ai (<a href=\"https:\/\/course.fast.ai\/\">1 \ubd80<\/a>, <a href=\"https:\/\/course.fast.ai\/Lessons\/part2.html\">2 \ubd80<\/a>) + <a href=\"https:\/\/wandb.ai\/wandb_fc\/events\/reports\/W-B-Study-Group-Lectures-fast-ai-w-Hugging-Face--Vmlldzo4NDUzNDU?galleryTag=events\">W&amp;B \uc2a4\ud130\ub514 \uadf8\ub8f9<\/a><\/li>\n<\/ul>\n<p>fast.ai\ub97c \uc990\uaca8\ubcf4\uc168\ub2e4\uba74 \ub458\ub7ec\ubcf4\uc138\uc694 <a href=\"https:\/\/fullstackdeeplearning.com\/course\/2022\">\ud480\uc2a4\ud0dd \ub525\ub7ec\ub2dd<\/a>.<\/p>\n<p>\ubcf4\ub2e4 \uc2ec\uce35\uc801\uc774\uace0 \uc77c\ubc18\uc801\uc778 \uacfc\uc815\uc744 \ubcf4\ub824\uba74 \ub2e4\uc74c\uc744 \ud655\uc778\ud574 \ubcf4\uc138\uc694. <a href=\"https:\/\/fleuret.org\/dlc\/\">UNIGE 14\u00d7050 \u2014 \ub525\ub7ec\ub2dd<\/a> ~\uc5d0 \uc758\ud574 <a href=\"https:\/\/fleuret.org\/francois\/\">\ud504\ub791\uc218\uc544 \ud50c\ub8b0\ub808<\/a>.<\/p>\n<p>\ub098\uc911\uc5d0 \uc774\ub860\uc744 \ud0d0\uad6c\ud574\uc57c \ud560 \uacbd\uc6b0 \uc774 \uc790\ub8cc\ub294 \ud6cc\ub96d\ud55c \uc790\ub8cc\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a href=\"https:\/\/d2l.ai\/index.html\">\ub525 \ub7ec\ub2dd\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc138\uc694<\/a> (PyTorch, NumPy\/MXNet, JAX \ubc0f TensorFlow\uc758 \ucf54\ub4dc \uc0d8\ud50c \ud3ec\ud568)<\/li>\n<li><a href=\"https:\/\/www.deeplearningbook.org\/\">\ub525\ub7ec\ub2dd<\/a> \uc774\uc548 \uad7f\ud3a0\ub85c\uc6b0, \uc694\uc288\uc544 \ubca4\uc9c0\uc624, \uc544\ub860 \ucfe0\ub974\ube4c \uc9c0\uc74c<\/li>\n<li><a href=\"http:\/\/neuralnetworksanddeeplearning.com\">\uc2e0\uacbd\ub9dd\uacfc \ub525\ub7ec\ub2dd<\/a><\/li>\n<li><a href=\"https:\/\/udlbook.github.io\/udlbook\/\">\ub525\ub7ec\ub2dd \uc774\ud574<\/a> (\uc2e4\uc6a9\uc801\uc73c\ub85c <a href=\"https:\/\/github.com\/udlbook\/udlbook\/tree\/main\/Notebooks\">\ub178\ud2b8\ubd81<\/a>)<\/li>\n<\/ul>\n<p>\uc77d\ub2e4 <a href=\"https:\/\/fleuret.org\/francois\/lbdl.html\"><strong>\ub525\ub7ec\ub2dd\uc5d0 \uad00\ud55c \uc791\uc740 \ucc45<\/strong><\/a> \ud2b8\uc704\ud130\ub97c \uc2a4\ud06c\ub864\ud558\ub294 \ub300\uc2e0 \ubaa8\ubc14\uc77c\uc5d0\uc11c.<\/p>\n<p>\uc2e0\uacbd\ub9dd\uc774 \uc9c4\ud589\ub418\ub294 \ub3d9\uc548 \uc774 \uae00\uc744 \uc77d\uc5b4\ubcf4\uc138\uc694.<\/p>\n<ul>\n<li><a href=\"https:\/\/karpathy.github.io\/2019\/04\/25\/recipe\">\uc2e0\uacbd\ub9dd \ud6c8\ub828\uc744 \uc704\ud55c \ub808\uc2dc\ud53c<\/a><\/li>\n<li><a href=\"https:\/\/karpathy.github.io\/2022\/03\/14\/lecun1989\/\">\uc2ec\uce35 \uc2e0\uacbd\ub9dd: 33\ub144 \uc804\uacfc \uc9c0\uae08 33\ub144<\/a><\/li>\n<\/ul>\n<h2><a id=\"do-more-competitions\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ub354 \ub9ce\uc740 \ub300\ud68c\uc5d0 \ucc38\uc5ec\ud558\uc138\uc694<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.kaggle.com\/competitions\/planttraits2024\">PlantTraits2024 \u2014 FGVC11 | \uce90\uae00<\/a> (\ucef4\ud4e8\ud130 \uc2dc\uac01 \uc778\uc2dd)<\/li>\n<\/ul>\n<h2><a id=\"implement-papers\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\uc5f0\uad6c \ub17c\ubb38 \uad6c\ud604<\/h2>\n<p>\ud0d0\uad6c\ud558\ub2e4 <a href=\"https:\/\/nn.labml.ai\/index.html\">labml.ai \uc8fc\uc11d\uc774 \ub2ec\ub9b0 PyTorch \uc885\uc774 \uad6c\ud604<\/a><\/p>\n<p>\ucf54\ub4dc\uac00 \ud3ec\ud568\ub41c \ubb38\uc11c\ub294 \uadc0\uc911\ud55c \ub9ac\uc18c\uc2a4 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ud655\uc778\ud574 \ubcf4\uc138\uc694 <a href=\"https:\/\/paperswithcode.com\/method\/bert\">BERT \uc124\uba85<\/a> \uadf8\ub4e4\uc758 \ud50c\ub7ab\ud3fc\uc5d0\uc11c.<\/p>\n<p>\ub2e4\uc74c\uc740 \ub525\ub7ec\ub2dd\uc758 \ud2b9\uc815 \uc601\uc5ed\uc5d0 \ub300\ud55c \ucc38\uace0 \uc790\ub8cc\uc785\ub2c8\ub2e4.<\/p>\n<h2><a id=\"computer-vision\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ucef4\ud4e8\ud130 \uc2dc\uac01 \uc778\uc2dd<\/h2>\n<p>\ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 \ub2e4\uc74c\uc744 \uc81c\uc548\ud569\ub2c8\ub2e4. <a href=\"http:\/\/cs231n.stanford.edu\/\">CS231n: \ucef4\ud4e8\ud130 \ube44\uc804\uc744 \uc704\ud55c \ub525 \ub7ec\ub2dd<\/a> \uac15\uc758. \ud798\ub4e4\uc9c0\ub9cc \uc778\ub0b4\ud55c\ub2e4\uba74 \ubcf4\ub78c\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><a id=\"reinforcement-learning\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\uac15\ud654 \ud559\uc2b5<\/h2>\n<p>RL \ub9e4\ub2c8\uc544\uc5d0\uac8c\ub294 \ub2e4\uc74c \ub9ac\uc18c\uc2a4\uac00 \ud6cc\ub96d\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a href=\"https:\/\/spinningup.openai.com\/en\/latest\/\">Deep RL\uc5d0\uc11c \uc2a4\ud540\uc5c5<\/a> by OpenAI<\/li>\n<li><a href=\"https:\/\/huggingface.co\/learn\/deep-rl-course\/unit0\/introduction\">\ud83e\udd17 \uc2ec\uce35 \uac15\ud654 \ud559\uc2b5 \uacfc\uc815 \u2014 \ud3ec\uc639 \uc5bc\uad74<\/a><\/li>\n<\/ul>\n<h2><a id=\"nlp\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>NLP<\/h2>\n<p>\ub610 \ub2e4\ub978 \ub6f0\uc5b4\ub09c \uc2a4\ud0e0\ud3ec\ub4dc \ucf54\uc2a4\ub294 <a href=\"https:\/\/web.stanford.edu\/class\/archive\/cs\/cs224n\/cs224n.1234\/\">CS 224N | \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/a><\/p>\n<p>\ud3ec\uc639 \uc5bc\uad74\uc5d0 \uc775\uc219\ud574\uc9c0\uae30: <a href=\"https:\/\/huggingface.co\/learn\/nlp-course\/chapter1\/1\">\ud5c8\uae45 \ud398\uc774\uc2a4 NLP \ucf54\uc2a4<\/a><\/p>\n<p>\uc774\uac83\uc744 \ud0d0\ud5d8\ud574\ubcf4\uc138\uc694 <a href=\"https:\/\/notebooks.quantumstat.com\/?trk=public_post-text\">\uc288\ud37c \ub4c0\ud37c NLP \ub808\ud3ec<\/a><\/p>\n<p><strong>\uc720\uc775\ud55c \uae30\uc0ac \ubc0f \ubd84\uc11d<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/mccormickml.com\/2019\/11\/11\/bert-research-ep-1-key-concepts-and-sources\">BERT \uc5f0\uad6c \u2014 Ep. 1 \u2014 \uc8fc\uc694 \uac1c\ub150 \ubc0f \ucd9c\ucc98 \u00b7 Chris McCormick<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-word2vec\">\uadf8\ub9bc\uc73c\ub85c \ud45c\ud604\ub41c Word2vec \u2014 Jay Alammar<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-bert\">\uadf8\ub9bc BERT, ELMo \ubc0f \uacf5\ub3d9. (NLP\uac00 \uc804\uc774 \ud559\uc2b5\uc744 \uae68\ub728\ub9b0 \ubc29\ubc95<\/a><\/li>\n<li><a href=\"https:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\">LSTM \ub124\ud2b8\uc6cc\ud06c \uc774\ud574 \u2014 colah\uc758 \ube14\ub85c\uadf8<\/a><\/li>\n<li><a href=\"https:\/\/jaketae.github.io\/study\/pytorch-rnn\/\">\ucc98\uc74c\ubd80\ud130 PyTorch RNN \u2014 Jake Tae<\/a><\/li>\n<\/ul>\n<p><strong>\ucd94\uac00 \ub9ac\uc18c\uc2a4<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/transformersbook.com\/\">Transformers Book\uc744 \uc0ac\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/a><\/li>\n<\/ul>\n<h1><a id=\"large-language-models\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/cdn.midjourney.com\/b850e8ce-21be-4566-95b4-08427c6c4128\/0_0.webp\" alt=\"\" \/><\/p>\n<p>\uc2dc\uccad\ubd80\ud130 \uc2dc\uc791\ud558\uc138\uc694 [<a href=\"https:\/\/www.youtube.com\/watch?v=zjkBMFhNj_g\">1\uc2dc\uac04 \ud1a0\ud06c] \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uc18c\uac1c<\/a> \uc548\ub4dc\ub808\uc774.<\/p>\n<p>\uadf8\ub7fc \ud655\uc778\ud574 \ubcf4\uc138\uc694 <a href=\"https:\/\/www.youtube.com\/watch?v=KCXDr-UOb9A\">\ub2e4\uc12f \uac00\uc9c0 \uacf5\uc2dd\uc758 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378<\/a>, \uc5d0 \uc758\ud574 <a href=\"https:\/\/tech.cornell.edu\/people\/alexander-rush\/\">Alexander Rush \u2014 \ucf54\ub12c \ud14c\ud06c<\/a><\/p>\n<h2><a id=\"watch-neural-networks-zero-to-hero\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\uc2e0\uacbd\ub9dd \ubcf4\uae30: Zero to Hero<\/h2>\n<p>\uc5ed\uc804\ud30c\ub97c \ucc98\uc74c\ubd80\ud130 \uc124\uba85\ud558\uace0 \ucf54\ub529\ud558\ub294 \uac83\uc73c\ub85c \uc2dc\uc791\ud558\uc5ec \ucc98\uc74c\ubd80\ud130 GPT\ub97c \uac1c\ubc1c\ud558\ub294 \uac83\uc73c\ub85c \ub9c8\ubb34\ub9ac\ub429\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/karpathy.ai\/zero-to-hero.html\"><strong>\uc2e0\uacbd\ub9dd: Zero To Hero \uc800: Andrej Karpathy<\/strong><\/a><\/p>\n<p>Andrej\ub294 \ucd5c\uadfc \uc0c8 \ub3d9\uc601\uc0c1\uc744 \uacf5\uc720\ud588\uc2b5\ub2c8\ub2e4 \u2192 <a href=\"https:\/\/www.youtube.com\/watch?v=zduSFxRajkE\"><strong>GPT \ud1a0\ud06c\ub098\uc774\uc800\ub97c \uad6c\ucd95\ud574 \ubd05\uc2dc\ub2e4<\/strong><\/a><\/p>\n<p>\ud0d0\uc0c9\ud574 \ubcfc \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/jaykmody.com\/blog\/gpt-from-scratch\">NumPy 60\uc904\uc758 GPT | \uc81c\uc774 \ubaa8\ub514<\/a> \uc774 \uacfc\uc815\uc5d0\uc11c.<\/p>\n<h2><a id=\"free-llm-boot-camp\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ubb34\ub8cc LLM \ubd80\ud2b8 \ucea0\ud504<\/h2>\n<p>\ubb34\ub8cc <a href=\"https:\/\/fullstackdeeplearning.com\/llm-bootcamp\/\"><strong>LLM \ubd80\ud2b8\ucea0\ud504<\/strong><\/a> \ud480\uc2a4\ud0dd \ub525\ub7ec\ub2dd\uc5d0\uc11c \ucd9c\uc2dc\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ubd80\ud2b8 \ucea0\ud504\uc5d0\uc11c\ub294 \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, LLMOps, LLM\uc6a9 UX, 1\uc2dc\uac04 \uc774\ub0b4\uc5d0 LLM \uc571 \uc2e4\ud589\uc5d0 \ub300\ud55c \uc9c0\uce68\uc744 \ub2e4\ub8f9\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ubd80\ud2b8 \ucea0\ud504\ub97c \uc644\ub8cc\ud558\uace0 \ube4c\ub4dc\uc5d0 \ub300\ud55c \uc5f4\ub9dd\uc744 \ub290\ub080 \ud6c4,<\/p>\n<h2><a id=\"build-with-llms\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>LLM\uc73c\ub85c \uac1c\ubc1c\ud558\uae30<\/h2>\n<p>LLM\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc744 \ub9cc\ub4dc\ub294 \ub370 \uad00\uc2ec\uc774 \uc788\uc73c\uc2ed\ub2c8\uae4c?<\/p>\n<p>\ubcf4\ub2e4 <a href=\"https:\/\/nips.cc\/virtual\/2023\/tutorial\/73948\">\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c<br \/>\n\uc564\ub4dc\ub958 \uc751<\/a><\/p>\n<p>\uc77d\ub2e4 <a href=\"https:\/\/huyenchip.com\/2023\/04\/11\/llm-engineering.html\"><strong>\ud504\ub85c\ub355\uc158\uc6a9 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95<\/strong><\/a> \uc791\uc131\uc790: Huyen Chip<\/p>\n<p>\uac8c\ub2e4\uac00 <a href=\"https:\/\/eugeneyan.com\/writing\/llm-patterns\"><strong>LLM \uae30\ubc18 \uc2dc\uc2a4\ud15c \ubc0f \uc81c\ud488 \uad6c\ucd95\uc744 \uc704\ud55c \ud328\ud134<\/strong><\/a> \uc720\uc9c4 \uc580<\/p>\n<p>\uc0c1\ub2f4\ud558\uc138\uc694 <a href=\"https:\/\/cookbook.openai.com\">OpenAI \uc694\ub9ac\ucc45<\/a> \uc2e4\uc6a9\uc801\uc778 \uac00\uc774\ub4dc\ub97c \uc704\ud574.<\/p>\n<p>\ud65c\uc6a9 <a href=\"https:\/\/vercel.com\/templates\/ai\">Vercel AI \ud15c\ud50c\ub9bf<\/a> \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\uc138\uc694.<\/p>\n<h2><a id=\"participate-in-hackathons\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ud574\ucee4\ud1a4\uc5d0 \ucc38\uc5ec\ud558\uc138\uc694<\/h2>\n<p><a href=\"https:\/\/lablab.ai\/\">lablab.ai<\/a> \ub9e4\uc8fc \uc0c8\ub85c\uc6b4 AI \ud574\ucee4\ud1a4\uc744 \uac1c\ucd5c\ud569\ub2c8\ub2e4. <a href=\"https:\/\/twitter.com\/benxneo\">\ud3b8\ud558\uac8c \uc5f0\ub77d\uc8fc\uc138\uc694<\/a> \ud300 \uad6c\uc131\uc5d0 \uad00\uc2ec\uc774 \uc788\ub2e4\uba74!<\/p>\n<p>\uc774\ub860\uc801 \uce21\uba74\uc744 \ub354 \uae4a\uc774 \ud0d0\uad6c\ud558\uace0 \ubaa8\ub4e0 \uae30\ub2a5\uc744 \ud30c\uc545\ud558\ub824\uba74 \ub2e4\uc74c\uc744 \uc218\ud589\ud558\uc2ed\uc2dc\uc624.<\/p>\n<h2><a id=\"read-papers\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ub17c\ubb38 \uc77d\uae30<\/h2>\n<p>\uc608\uc678\uc801\uc778 \uae30\uc0acby <a href=\"https:\/\/sebastianraschka.com\/\">\uc138\ubc14\uc2a4\ud2f0\uc548 \ub77c\uc288\uce74<\/a> ~\uc5d0 <a href=\"https:\/\/magazine.sebastianraschka.com\/p\/understanding-large-language-models\">\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uc774\ud574<\/a>, \uaf2d \uc77d\uc5b4\uc57c \ud560 \ub17c\ubb38 \ubaa8\uc74c\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc \uac04\ud589\ubb3c\uc5d0\uc11c \uadf8\ub294 \ub610\ud55c \ub2e4\uc74c\uacfc \uac19\uc740 \ub610 \ub2e4\ub978 \uae30\uc0ac\ub97c \uacf5\uc720\ud588\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/magazine.sebastianraschka.com\/p\/research-papers-in-january-2024\">2024\ub144 1\uc6d4\uc5d0 \uace0\ub824\ud560 \uc11c\ub958<\/a>, \ubbf8\uc2a4\ud2b8\ub784 \ubaa8\ub378\uc5d0 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4.<\/p>\n<p>\uadf8\uc758 \uc11c\ube0c\uc2a4\ud0dd\uc744 \ud0d0\uc0c9\ud574 \ubcf4\uc138\uc694. <a href=\"https:\/\/magazine.sebastianraschka.com\/\">AI\ubcf4\ub2e4 \uc55e\uc11c<\/a>.<\/p>\n<h2><a id=\"write-transformers-from-scratch\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ucc98\uc74c\ubd80\ud130 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub9cc\ub4e4\uae30.<\/h2>\n<p>\uc219\ub3c5\ud558\ub2e4 <a href=\"https:\/\/lilianweng.github.io\/posts\/2023-01-27-the-transformer-family-v2\/\">Transformer \uc81c\ud488\uad70 \ubc84\uc804 2.0 | \ub9b4\ub85c\uadf8<\/a> \uac04\uacb0\ud55c \uc694\uc57d\uc744 \uc704\ud574.<\/p>\n<p>\uc6d0\ud558\ub294 \ud615\uc2dd\uc744 \uc120\ud0dd\ud558\uace0 \ucc98\uc74c\ubd80\ud130 \uc124\uc815\ud558\uc138\uc694.<\/p>\n<p><strong>\uc120\uc801 \uc11c\ub958 \ube44\uce58<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1706.03762\">\uc8fc\uc758\uac00 \ud544\uc694\ud55c \uc804\ubd80\uc785\ub2c8\ub2e4<\/a><\/li>\n<li><a href=\"http:\/\/jalammar.github.io\/illustrated-transformer\/\">\uadf8\ub9bc\uc73c\ub85c \ud45c\ud604\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38<\/a><\/li>\n<li><a href=\"http:\/\/nlp.seas.harvard.edu\/annotated-transformer\/\">\uc8fc\uc11d\uc774 \ub2ec\ub9b0 \ubcc0\ud658\uae30<\/a> \ud558\ubc84\ub4dc<\/li>\n<li><a href=\"https:\/\/srush.github.io\/raspy\/\">\ud2b8\ub79c\uc2a4\ud3ec\uba38\ucc98\ub7fc \uc0dd\uac01\ud558\uae30<\/a><\/li>\n<\/ul>\n<p><strong>\uc870\ud56d<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/benjaminwarner.dev\/2023\/07\/01\/attention-mechanism\">\ucc98\uc74c\ubd80\ud130 \ubcc0\ud658\uae30 \ub9cc\ub4e4\uae30 - 1\ubd80: \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998<\/a> (<a href=\"https:\/\/benjaminwarner.dev\/2023\/07\/28\/rest-of-the-transformer\">2 \ubd80<\/a>) (<a href=\"https:\/\/github.com\/warner-benjamin\/commented-transformers\">\uc554\ud638<\/a>)<\/li>\n<li><a href=\"https:\/\/sebastianraschka.com\/blog\/2023\/self-attention-from-scratch.html\">\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 Self-Attention \uba54\ucee4\ub2c8\uc998\uc744 \ucc98\uc74c\ubd80\ud130 \uc774\ud574\ud558\uace0 \ucf54\ub529\ud558\uae30<\/a> ~\uc5d0 \uc758\ud574 <a href=\"https:\/\/www.linkedin.com\/in\/ACoAAAxqHaUBEa6zzXN--gv-wd8ih0vevPvr9eU\">\uc138\ubc14\uc2a4\ud2f0\uc548 \ub77c\uc288\uce74 \ubc15\uc0ac<\/a><\/li>\n<li><a href=\"https:\/\/peterbloem.nl\/blog\/transformers\">\ucc98\uc74c\ubd80\ud130 \ud2b8\ub79c\uc2a4\ud3ec\uba38<\/a><\/li>\n<\/ul>\n<p><strong>\ube44\uc8fc\uc5bc<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=ISNdQcPhsts&amp;t=7449s\">\uc804\uccb4 \uc124\uba85, \uad50\uc721 \ubc0f \ucd94\ub860\uc744 \ud1b5\ud574 PyTorch\uc5d0\uc11c \ucc98\uc74c\ubd80\ud130 Transformer \ucf54\ub529<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=EPa98fyxZ-s&amp;list=PLdM8d_MWyPjV2vKl7Y2jnIIBRu522tiZc&amp;index=9\">NLP: \ucc98\uc74c\ubd80\ud130 BERT \ubc0f \ubcc0\ud658\uae30 \uad6c\ud604<\/a><\/li>\n<\/ul>\n<p>\uc774\uc81c \ucc98\uc74c\ubd80\ud130 \ubcc0\uc555\uae30\ub97c \uc81c\uc791\ud560 \uc900\ube44\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7fc\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ub354 \ub9ce\uc740 \uac83\uc774 \uae30\ub2e4\ub9ac\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ubcf4\uae30 <a href=\"https:\/\/www.youtube.com\/playlist?list=PLoROMvodv4rNiJRchCzutFw5ItR_Z27CM\"><strong>\uc2a4\ud0e0\ud3ec\ub4dc CS25 - \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uc720\ub098\uc774\ud2f0\ub4dc<\/strong><\/a> \ube44\ub514\uc624.<\/p>\n<h2><a id=\"some-good-blogs\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ud1b5\ucc30\ub825 \uc788\ub294 \ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c<\/h2>\n<ul>\n<li><a href=\"https:\/\/bclarkson-code.github.io\/posts\/llm-from-scratch-scalar-autograd\/post.html\">\uad11\uae30\ub85c\uc758 \uacbd\uc0ac\ud558\uac15\ubc95 \u2014 \ucc98\uc74c\ubd80\ud130 LLM \uad6c\ucd95<\/a><\/li>\n<li><a href=\"https:\/\/jalammar.github.io\/illustrated-transformer\/\">\uc77c\ub7ec\uc2a4\ud2b8\ub808\uc774\ud2f0\ub4dc \ud2b8\ub79c\uc2a4\ud3ec\uba38 - Jay Alammar<\/a><\/li>\n<li><a href=\"https:\/\/eugeneyan.com\/writing\/attention\/?curius=1935\">\uc8fc\uc758\uc640 \ubcc0\ud658\uae30\uc5d0 \ub300\ud55c \uc9c1\uad00<\/a> \uc720\uc9c4 \uc580<\/li>\n<li><a href=\"https:\/\/www.dipkumar.dev\/becoming-the-unbeatable\/posts\/gpt-kvcache\/\">GPT \uc18d\ub3c4 \ud5a5\uc0c1 \u2014 KV \uce90\uc2dc | \ubb34\uc801\uc758 \uc874\uc7ac\uac00 \ub418\ub2e4<\/a><\/li>\n<li><a href=\"https:\/\/shyam.blog\/posts\/beyond-self-attention\/\">Self-Attention\uc744 \ub118\uc5b4: \uc18c\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \ub2e4\uc74c \ud1a0\ud070\uc744 \uc608\uce21\ud558\ub294 \ubc29\ubc95<\/a><\/li>\n<li><a href=\"https:\/\/blog.briankitano.com\/llama-from-scratch\/\">\ucc98\uc74c\ubd80\ud130 \ub77c\ub9c8(\ub610\ub294 \uc6b8\uc9c0 \uc54a\uace0 \uc885\uc774\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95) | \ube0c\ub77c\uc774\uc5b8 \ud0a4\ud0c0\ub178<\/a><\/li>\n<li><a href=\"https:\/\/magazine.sebastianraschka.com\/p\/lora-and-dora-from-scratch\">LoRA \uac1c\uc120: DoRA(Weight-Decomposed Low-Rank Adaptation)\ub97c \ucc98\uc74c\ubd80\ud130 \uad6c\ud604<\/a><\/li>\n<\/ul>\n<h2><a id=\"watch-umar-jamil-https-www-youtube-com-umarjamilaivideos\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ubcf4\ub2e4 <a href=\"https:\/\/www.youtube.com\/@umarjamilai\/videos\">\uc6b0\ub9c8\ub974 \uc790\ubc00<\/a><\/h2>\n<p>\uadf8\ub294 \ucf54\ub4dc \ub370\ubaa8\ub97c \ud3ec\ud568\ud558\uc5ec \ub17c\ubb38\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \ube44\ub514\uc624 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=PXWYUTMt-AU\">LoRA: \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ub0ae\uc740 \uc21c\uc704 \uc801\uc751 \u2014 \uc2dc\uac01\uc801\uc73c\ub85c \uc124\uba85 + \ucc98\uc74c\ubd80\ud130 PyTorch \ucf54\ub4dc<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=UiX8K-xBUpE\">Mistral \/ Mixtral \uc124\uba85: \uc2ac\ub77c\uc774\ub529 \uc708\ub3c4\uc6b0 \uc5b4\ud150\uc158, \uc804\ubb38\uac00\uc758 \ud76c\ubc15\ud55c \ud63c\ud569, \ub864\ub9c1 \ubc84\ud37c<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=bCz4OMemCcA\">\uc8fc\uc758\uac00 \ud544\uc694\ud55c \uc804\ubd80\uc785\ub2c8\ub2e4(Transformer) \u2014 \ubaa8\ub378 \uc124\uba85(\uc218\ud559 \ud3ec\ud568), \ucd94\ub860 \ubc0f \ud6c8\ub828<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=Mn_9W1nCFLo\">LLaMA \uc124\uba85: KV-Cache, Rotary Positional Embedding, RMS Norm, Grouped Query Attention, SwiGLU<\/a><\/li>\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=rhZgXNdhWDY\">\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131(RAG) \uc124\uba85: \uc784\ubca0\ub529, \ubb38\uc7a5 BERT, \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4(HNSW)<\/a><\/li>\n<\/ul>\n<p>\ub2e4\uc74c\uc740 \uacb0\ucf54 \ud3ec\uad04\uc801\uc774\uc9c0 \uc54a\uc740 LLM\uacfc \uad00\ub828\ub41c \ucd94\uac00 \ub9ac\uc18c\uc2a4\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc744 \ucc38\uc870\ud558\uc138\uc694. <a href=\"https:\/\/github.com\/mlabonne\/llm-course\"><strong>LLM \uac15\uc758 \uacc4\ud68d\uc11c<\/strong><\/a> LLM\uc5d0 \ub300\ud55c \uc790\uc138\ud55c \uac1c\uc694\ub97c \ud655\uc778\ud558\uc138\uc694.<\/p>\n<h2><a id=\"learn-how-to-run-open-source-models\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\uc624\ud508 \uc18c\uc2a4 \ubaa8\ub378 \uc2e4\ud589 \ub9c8\uc2a4\ud130\ud558\uae30<\/h2>\n<p>\ud65c\uc6a9 <a href=\"https:\/\/github.com\/ollama\/ollama\">ollama: Llama 2, Mistral \ubc0f \uae30\ud0c0 \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ub85c\uceec\uc5d0\uc11c \uc2dc\uc791 \ubc0f \uc2e4\ud589<\/a><\/p>\n<p>Python \ubc0f JavaScript \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ucd5c\uadfc \ucd9c\uc2dc\ub418\uc5c8\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/ollama.ai\/blog\/python-javascript-libraries\">\uc5ec\uae30<\/a><\/p>\n<h2><a id=\"prompt-engineering\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0 \ucc38\uc5ec<\/h2>\n<p>\ucc3e\ub2e4 <a href=\"https:\/\/lilianweng.github.io\/posts\/2023-03-15-prompt-engineering\">\ud504\ub86c\ud504\ud2b8\uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 | \ub9b4\ub85c\uadf8<\/a><\/p>\n<p><a href=\"https:\/\/www.deeplearning.ai\/short-courses\/chatgpt-prompt-engineering-for-developers\/\">ChatGPT \uac1c\ubc1c\uc790\ub97c \uc704\ud55c \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/a> \uc791\uc131\uc790: Ise Fulford(OpenAI) \ubc0f Andrew Ng<\/p>\n<p>\ub2e4\ub978 \uac83\uc744 \ud0d0\uad6c\ud558\ub2e4 <a href=\"https:\/\/www.deeplearning.ai\/short-courses\/\">\uc9e7\uc740<\/a> DeepLearning.ai\uc5d0\uc11c \ubb34\ub8cc\ub85c \uc81c\uacf5\ub418\ub294 \uac15\uc88c\uc785\ub2c8\ub2e4.<\/p>\n<h2><a id=\"fine-tuning-llms\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ubbf8\uc138 \uc870\uc815\uc744 \ud1b5\ud55c LLM \uac15\ud654<\/h2>\n<p>\ub2e4\uc74c\uc744 \ucc38\uc870\ud558\uc138\uc694. <a href=\"https:\/\/huggingface.co\/docs\/transformers\/en\/training\">\ud5c8\uae45 \ud398\uc774\uc2a4 \ubbf8\uc138 \uc870\uc815 \uac00\uc774\ub4dc<\/a>.<\/p>\n<p>\uc720\uc6a9\ud55c \uc9c0\uce68: <a href=\"https:\/\/ravinkumar.com\/GenAiGuidebook\/language_models\/finetuning.html\">\ubbf8\uc138 \uc870\uc815 \u2014 GenAI \uac00\uc774\ub4dc\ubd81<\/a><\/p>\n<p>\ubc1c\uacac\ud558\ub2e4 <a href=\"https:\/\/github.com\/OpenAccess-AI-Collective\/axolotl?curius=2790\">\uc544\ud640\ub85c\ud2c0<\/a>.<\/p>\n<p>\uc774 \uc720\uc775\ud55c \uae30\uc0ac\uc758 \uc774\uc810: <a href=\"https:\/\/towardsdatascience.com\/fine-tune-a-mistral-7b-model-with-direct-preference-optimization-708042745aac\">Direct Preference Optimization\uc744 \uc0ac\uc6a9\ud558\uc5ec Mistral-7b \ubaa8\ub378 \ubbf8\uc138 \uc870\uc815 | \ub9c9\uc2ec \ub77c\ubcf8\ub290<\/a><\/p>\n<h2><a id=\"rag\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\uc870\uac01<\/h2>\n<p>Anyscale\uc758 \ub6f0\uc5b4\ub09c \uc81c\ud488: <a href=\"https:\/\/www.anyscale.com\/blog\/a-comprehensive-guide-for-building-rag-based-llm-applications-part-1?curius=1144\">\ud504\ub85c\ub355\uc158\uc744 \uc704\ud55c RAG \uae30\ubc18 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95<\/a><\/p>\n<p>\uc2ec\uce35 \ubd84\uc11d <a href=\"https:\/\/aman.ai\/primers\/ai\/RAG\/\">\uac80\uc0c9 \uc99d\uac15 \uc0dd\uc131<\/a> ~\uc5d0 \uc758\ud574 <a href=\"https:\/\/aman.ai\/\">\uc544\ub9cc \ucc28\ub2e4<\/a><\/p>\n<h4><a id=\"ai-learning-resources\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>AI \uad50\uc721 \ub9ac\uc18c\uc2a4<\/h4>\n<ul>\n<li><a href=\"https:\/\/www.deeplearning.ai\/the-batch\/\">\ubc30\uce58 | DeepLearning.AI | AI \ub274\uc2a4 \ubc0f \ud1b5\ucc30\ub825<\/a><\/li>\n<li><a href=\"https:\/\/www.deeplearningweekly.com\/\">\ub525 \ub7ec\ub2dd \uc8fc\uac04<\/a><\/li>\n<li><a href=\"https:\/\/www.interconnects.ai\/\">\uc0c1\ud638 \uc5f0\uacb0 | \ub124\uc774\uc120 \ub7a8\ubc84\ud2b8<\/a><\/li>\n<li><a href=\"https:\/\/www.aitidbits.ai\/\">AI \uc7ac\ubbf8\uc788\ub294 \uc774\uc57c\uae30 | \uc0ac\ud558\ub974 \ubaa8\ub974<\/a><\/li>\n<\/ul>\n<h1><a id=\"other-curriculumslisticles-you-may-find-useful\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\ud0d0\uc0c9\ud560 \uae30\ud0c0 \ucee4\ub9ac\ud058\ub7fc\/\ubaa9\ub85d<\/h1>\n<p>\ub0b4 \ubaa9\ub85d\uc774 \uc644\uc804\ud558\uc9c0\ub294 \uc54a\uc9c0\ub9cc \ub354 \ub9ce\uc740 \ub9ac\uc18c\uc2a4\ub97c \uc6d0\ud560 \uacbd\uc6b0 \uc5ec\uae30\uc5d0 \uba87 \uac00\uc9c0 \uc81c\uc548 \uc0ac\ud56d\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/iconix\/openai\/blob\/master\/syllabus.md\">openai\/syllabus.md<\/a><\/li>\n<li><a href=\"https:\/\/a16z.com\/ai-canon\">AI \uce90\ub17c | \uc548\ub4dc\ub808\uc13c \ud638\ub85c\ube44\uce20<\/a><\/li>\n<li><a href=\"https:\/\/llm-utils.org\/AI+Learning+Curation\">AI \ud559\uc2b5 \ud050\ub808\uc774\uc158 \u2014 LLM Utils<\/a><\/li>\n<li><a href=\"https:\/\/www.openmlguide.org\/ai-portal-gun\/ai-portal-gun\/\">AI Multiverse\uc5d0 \ub300\ud55c \uc784\uacc4\uac12 | \ub525\ub7ec\ub2dd \uc5f4\uae30<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/louisfb01\/start-llms\">louisfb01\/start-llms: 2023\ub144\uc5d0 LLM \uae30\uc220\uc744 \uc2dc\uc791\ud558\uace0 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud55c \uc644\ubcbd\ud55c \uac00\uc774\ub4dc<\/a><\/li>\n<\/ul>\n<p>\ub098\ub294 \uc774\uac83\uc774 \ub2f9\uc2e0\uc758 AI \ud0d0\ud5d8\uc5d0 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc774\ub77c\uace0 \ubbff\uc2b5\ub2c8\ub2e4!<\/p>","protected":false},"excerpt":{"rendered":"\uadf8\ub807\ub2e4\uba74 \uadc0\ud558\uc758 \ubaa9\ud45c\ub294 AI \uc5f0\uad6c\uc5d0 \ub6f0\uc5b4\ub4dc\ub294 \uac83\uc785\ub2c8\uae4c? \uadf8\ub7ec\ub098 \ub2f9\uc2e0\uc740 \uc5b4\ub5bb\uac8c, \uc5b4\ub514\uc11c \ud574\uc57c \ud560\uc9c0 \ud655\uc2e0\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4\u2026","protected":false},"author":1,"featured_media":2438,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"csco_display_header_overlay":false,"csco_singular_sidebar":"","csco_page_header_type":"","footnotes":""},"categories":[265],"tags":[],"ppma_author":[290],"class_list":{"0":"post-3892","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-seo","8":"cs-entry"},"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.4 (Yoast SEO v22.4) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Strategy for Mastering AI in 2024 - AI SEO Agency<\/title>\n<meta name=\"description\" content=\"So, your aim is to dive into AI studies? 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