{"id":22849,"date":"2023-05-02T10:48:39","date_gmt":"2023-05-02T01:48:39","guid":{"rendered":"http:\/\/nori.company\/?p=22849"},"modified":"2023-05-02T10:48:39","modified_gmt":"2023-05-02T01:48:39","slug":"little-book-of-deep-learning-143p-pdf","status":"publish","type":"post","link":"https:\/\/nori.company\/?p=22849","title":{"rendered":"Little Book of Deep Learning [143p PDF]"},"content":{"rendered":"<ul>\n<li>\uc791\uc740(Little) \ubaa8\ubc14\uc77c \uae30\uae30\uc758 \ud654\uba74\uc5d0\uc11c \uc77d\uae30 \uc88b\uac8c \ud3b8\uc9d1\ub41c Fran\u00e7ois Fleure \uad50\uc218\uc758 \ub525\ub7ec\ub2dd \uae30\ucd08 \uc11c\uc801<\/li>\n<\/ul>\n<h2>I. Foundations<\/h2>\n<ol>\n<li>Machine Learning<br \/>\n1.1 Learning from data<br \/>\n1.2 Basis function regression<br \/>\n1.3 Under and over-fitting<br \/>\n1.4 Categories of models<\/li>\n<p>&#8230;<\/p>\n<p>\ucd9c\ucc98 : <a href=\"https:\/\/news.hada.io\/topic?id=9085\" target=\"_blank\" rel=\"noopener\">GeekNews &#8211; \uac1c\ubc1c\/\uae30\uc220\/\uc2a4\ud0c0\ud2b8\uc5c5 \ub274\uc2a4 \uc11c\ube44\uc2a4 <\/a><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\uc791\uc740(Little) \ubaa8\ubc14\uc77c \uae30\uae30\uc758 \ud654\uba74\uc5d0\uc11c \uc77d\uae30 \uc88b\uac8c \ud3b8\uc9d1\ub41c Fran\u00e7ois Fleure \uad50\uc218\uc758 \ub525\ub7ec\ub2dd \uae30\ucd08 \uc11c\uc801 I. Foundations Machine Learning 1.1 Learning from&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[138],"tags":[163],"class_list":["post-22849","post","type-post","status-publish","format-standard","hentry","category-it","tag-geeknews-----"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pa3PO4-5Wx","jetpack-related-posts":[{"id":23748,"url":"https:\/\/nori.company\/?p=23748","url_meta":{"origin":22849,"position":0},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc758 \uc784\ubca0\ub529(Embedding)\uc5d0 \ub300\ud55c \uc0c1\uc138\ud55c \uac00\uc774\ub4dc","author":"\ub178\ub9ac\ucef4\ud37c\ub2c8","date":"2023\ub144 6\uc6d4 2\uc77c","format":false,"excerpt":"Machine Learning \/ Deep Learning \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ud558\uace0 \uc788\ub294 \uc784\ubca0\ub529 \uae30\ubc95\uc5d0 \ub300\ud55c \uac00\uc774\ub4dc \ubb38\uc11c\ub97c \ubc88\uc5ed\ud558\uc600\uc2b5\ub2c8\ub2e4. \u26a0\ufe0f AI \uc778\ud504\ub77c\/\ub3c4\uad6c \uac1c\ubc1c \uc2a4\ud0c0\ud2b8\uc5c5\uc778 ENCORD\uc758 \ube14\ub85c\uadf8 \uae00\uc744 \ubc88\uc5ed\ud55c \uac83\uc73c\ub85c, \uae00 \ub0b4\uc5d0 ENCORD\uc758 \uc11c\ube44\uc2a4\ub97c \uc0ac\uc6a9\ud55c \uc2dc\uac01\ud654 \uc608\uc2dc\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc694 \ub0b4\uc6a9\uc740 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4: \uace0\ud488 \ucd9c\ucc98 : GeekNews - \uac1c\ubc1c\/\uae30\uc220\/\uc2a4\ud0c0\ud2b8\uc5c5 \ub274\uc2a4 \uc11c\ube44\uc2a4","rel":"","context":"&quot;IT&quot;\uc5d0\uc11c","block_context":{"text":"IT","link":"https:\/\/nori.company\/?cat=138"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":23653,"url":"https:\/\/nori.company\/?p=23653","url_meta":{"origin":22849,"position":1},"title":"Go \ud504\ub85c\uc81d\ud2b8\ub97c \uc2dc\uc791\ud558\ub294 \ubc95 2023","author":"\ub178\ub9ac\ucef4\ud37c\ub2c8","date":"2023\ub144 5\uc6d4 30\uc77c","format":false,"excerpt":"Install \/ Setup Starting a Project Learning Go Searching Building \/ Installing Linting \/ Static Analysis \/ Security Scanning Profiling Unit Testing Integration Testing Community Multiple Main Entry ... \ucd9c\ucc98 : GeekNews - \uac1c\ubc1c\/\uae30\uc220\/\uc2a4\ud0c0\ud2b8\uc5c5 \ub274\uc2a4 \uc11c\ube44\uc2a4","rel":"","context":"&quot;IT&quot;\uc5d0\uc11c","block_context":{"text":"IT","link":"https:\/\/nori.company\/?cat=138"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":23704,"url":"https:\/\/nori.company\/?p=23704","url_meta":{"origin":22849,"position":2},"title":"State of GPT [42\ubd84 \uc601\uc0c1]","author":"\ub178\ub9ac\ucef4\ud37c\ub2c8","date":"2023\ub144 6\uc6d4 1\uc77c","format":false,"excerpt":"Andrej Karpathy\uac00 Build 2023\uc5d0\uc11c \ubc1c\ud45c\ud55c \ub0b4\uc6a9 2\uac1c \ud30c\ud2b8\ub85c \uad6c\uc131 (Chat)GPT \ube44\uc11c\ub97c \ud6c8\ub828\uc2dc\ud0a4\ub294 \ubc29\ubc95 \uc774 \ube44\uc11c\ub97c \uc790\uc2e0\uc758 \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\uc6a9\uc2dc\ud0a4\ub294 \ubc29\ubc95 Tokenization, Pretraining, Supervised Finetuning, Reinforcement Learning from Human Feedback \ub4f1\uc5d0 ... \ucd9c\ucc98 : GeekNews - \uac1c\ubc1c\/\uae30\uc220\/\uc2a4\ud0c0\ud2b8\uc5c5 \ub274\uc2a4 \uc11c\ube44\uc2a4","rel":"","context":"&quot;IT&quot;\uc5d0\uc11c","block_context":{"text":"IT","link":"https:\/\/nori.company\/?cat=138"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":22449,"url":"https:\/\/nori.company\/?p=22449","url_meta":{"origin":22849,"position":3},"title":"Web LLM &#8211; WebGPU\ub85c \ube0c\ub77c\uc6b0\uc800\uc5d0\uc11c LLM \uac00\uc18d\ud558\uc5ec \uc2e4\ud589\ud558\uae30","author":"\ub178\ub9ac\ucef4\ud37c\ub2c8","date":"2023\ub144 4\uc6d4 18\uc77c","format":false,"excerpt":"\uc11c\ubc84 \uc5c6\uc774 \ube0c\ub77c\uc6b0\uc800\uc5d0\uc11c LLaMA, Vicuna \uac19\uc740 LLM\uc744 WASM\uc744 \uc774\uc6a9\ud558\uc5ec \uad6c\ub3d9 WebGPU\ub85c \uac00\uc18d \ud558\uc9c0\ub9cc, \ubcc4\ub3c4\ub85c Apache TVM\uc774 \uc9c0\uc6d0\ud558\ub294 GPU \ubc31\uc5d4\ub4dc\ub4e4(CUDA, OpenCL, Vulkan)\ub3c4 \uc9c0\uc6d0 MLC(Machine Learning Compilation) \uae30\uc220\uc744 \uc0ac\uc6a9 ... \ucd9c\ucc98 : GeekNews - \uac1c\ubc1c\/\uae30\uc220\/\uc2a4\ud0c0\ud2b8\uc5c5 \ub274\uc2a4 \uc11c\ube44\uc2a4","rel":"","context":"&quot;IT&quot;\uc5d0\uc11c","block_context":{"text":"IT","link":"https:\/\/nori.company\/?cat=138"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":26170,"url":"https:\/\/nori.company\/?p=26170","url_meta":{"origin":22849,"position":4},"title":"\ub525 \ub7ec\ub2dd \uc2dc\uc2a4\ud15c","author":"\ub178\ub9ac\ucef4\ud37c\ub2c8","date":"2023\ub144 8\uc6d4 14\uc77c","format":false,"excerpt":"'Deep Learning Systems'\ub77c\ub294 \uc81c\ubaa9\uc758 \uac15\uc88c\uc5d0 \ub300\ud55c \ud14d\uc2a4\ud2b8\ub85c, \uc774 \uac15\uc88c\ub294 \ub525\ub7ec\ub2dd\uacfc \uadf8 \uc751\uc6a9\uc5d0 \ub300\ud55c \uc885\ud569\uc801\uc778 \uc774\ud574\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uac15\uc88c\ub294 \ub525\ub7ec\ub2dd \ubd84\uc57c \ub0b4 \ud2b9\uc815 \uc8fc\uc81c\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \uc77c\ub828\uc758 \uac15\uc758\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uac15\uc758\ub294 Kolter\uc640 Chen \uac15\uc0ac\uac00 \uc9c4\ud589\ud558\uba70, \uc774\ub4e4\uc740 \ubd84\uc57c\uc758 \uc804\ubb38\uac00\ub85c \ucd94\uc815\ub429\ub2c8\ub2e4.... \ucd9c\ucc98 : GeekNews - \uac1c\ubc1c\/\uae30\uc220\/\uc2a4\ud0c0\ud2b8\uc5c5 \ub274\uc2a4 \uc11c\ube44\uc2a4","rel":"","context":"&quot;IT&quot;\uc5d0\uc11c","block_context":{"text":"IT","link":"https:\/\/nori.company\/?cat=138"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":30740,"url":"https:\/\/nori.company\/?p=30740","url_meta":{"origin":22849,"position":5},"title":"\ub525 \ub7ec\ub2dd \uc774\ud574","author":"\ub178\ub9ac\ucef4\ud37c\ub2c8","date":"2023\ub144 11\uc6d4 27\uc77c","format":false,"excerpt":"\ucc45 \ub0b4\uc6a9 \uc694\uc57d Simon J.D. Prince\uac00 \uc4f4 \"Understanding Deep Learning\"\uc774\ub77c\ub294 \ucc45\uc774 MIT Press\uc5d0\uc11c 2023\ub144 12\uc6d4 5\uc77c\uc5d0 \ucd9c\ud310\ub420 \uc608\uc815\uc784. \uc774 \ucc45\uc740 \uae4a\uc740 \ud559\uc2b5\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub3d5\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc8fc\uc81c\ub97c \ub2e4\ub8e8\uace0 \uc788\uc73c\uba70, \ucd08\uae09 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\ub3c4 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uba85\ud568. \ucc45\uc758... \ucd9c\ucc98 : GeekNews - \uac1c\ubc1c\/\uae30\uc220\/\uc2a4\ud0c0\ud2b8\uc5c5 \ub274\uc2a4 \uc11c\ube44\uc2a4","rel":"","context":"&quot;IT&quot;\uc5d0\uc11c","block_context":{"text":"IT","link":"https:\/\/nori.company\/?cat=138"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/nori.company\/index.php?rest_route=\/wp\/v2\/posts\/22849","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nori.company\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nori.company\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nori.company\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nori.company\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=22849"}],"version-history":[{"count":1,"href":"https:\/\/nori.company\/index.php?rest_route=\/wp\/v2\/posts\/22849\/revisions"}],"predecessor-version":[{"id":22850,"href":"https:\/\/nori.company\/index.php?rest_route=\/wp\/v2\/posts\/22849\/revisions\/22850"}],"wp:attachment":[{"href":"https:\/\/nori.company\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=22849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nori.company\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=22849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nori.company\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=22849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}