{"id":1552,"date":"2023-01-02T21:20:58","date_gmt":"2023-01-02T21:20:58","guid":{"rendered":"http:\/\/yingzhenli.net\/home\/en\/?page_id=1552"},"modified":"2023-01-02T21:20:58","modified_gmt":"2023-01-02T21:20:58","slug":"probai-2022-tutorial-on-introduction-to-bayesian-neural-networks","status":"publish","type":"page","link":"https:\/\/yingzhenli.net\/home\/en\/?page_id=1552","title":{"rendered":"ProbAI 2022 tutorial on introduction to Bayesian Neural Networks"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"479\" src=\"http:\/\/yingzhenli.net\/home\/en\/wp-content\/uploads\/2023\/01\/bdl_cartoon-1024x479.jpg\" alt=\"\" class=\"wp-image-1553\" srcset=\"https:\/\/yingzhenli.net\/home\/en\/wp-content\/uploads\/2023\/01\/bdl_cartoon-1024x479.jpg 1024w, https:\/\/yingzhenli.net\/home\/en\/wp-content\/uploads\/2023\/01\/bdl_cartoon-300x140.jpg 300w, https:\/\/yingzhenli.net\/home\/en\/wp-content\/uploads\/2023\/01\/bdl_cartoon-768x359.jpg 768w, https:\/\/yingzhenli.net\/home\/en\/wp-content\/uploads\/2023\/01\/bdl_cartoon.jpg 1033w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">I gave a tutorial on \"Introduction to Bayesian Neural Networks\" at the <a href=\"https:\/\/probabilistic.ai\" target=\"_blank\" rel=\"noreferrer noopener\">2022 Nordic Probabilistic AI School (ProbAI 2022)<\/a>, where I mainly talked about how to apply some popular VI techniques for Bayesian Neural Networks, with some hands-on demos.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/t.co\/dHTWGBgX1x\" target=\"_blank\" rel=\"noreferrer noopener\">Youtube video<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"http:\/\/yingzhenli.net\/home\/pdf\/ProbAI2022_vi_bnn_tutorial.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Slides (pdf)<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"http:\/\/yingzhenli.net\/home\/pdf\/ProbAI2022_lecture_note.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Notes (pdf)<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tutorial notebooks: <a href=\"https:\/\/colab.research.google.com\/drive\/1jvJE-P0zye95ICSS5bG2qL35lpr63zxm?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">regression<\/a> (<a href=\"https:\/\/colab.research.google.com\/drive\/12bGNUbcxiSqgm8U8ZYh_Xo5n3EHtNVka?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">answers<\/a>) <a href=\"https:\/\/colab.research.google.com\/drive\/1d-7S7bsu8XE7rYikg5wuRkHyHZo8Pn8v?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">classification<\/a> (<a href=\"https:\/\/colab.research.google.com\/drive\/1iGPLzFMNtfb10BMoY9YXOaACUtz3gFxI?usp=sharing\" target=\"_blank\" rel=\"noreferrer noopener\">answers<\/a>)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For Laplace Approximation, also see <a href=\"https:\/\/jmhl.org\" target=\"_blank\" rel=\"noreferrer noopener\">Jose Miguel Hernandez-Lobato<\/a>'s tutorial on <a href=\"https:\/\/www.youtube.com\/watch?v=MoJVCc9QDf8\" target=\"_blank\" rel=\"noreferrer noopener\">modern Laplace methods applied to Bayesian Neural Networks<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I gave a tutorial on \"Introduction to Bayesian Neural Networks\" at the 2022 Nordic Probabilistic AI School (ProbAI 2022), where I mainly talked about how to apply some popular VI techniques for Bayesian Neural Networks, with some hands-on demos. Youtube video Slides (pdf) Notes (pdf) Tutorial notebooks: regression (answers) classification (answers) For Laplace Approximation, also ... <span class=\"more\"><a class=\"more-link\" href=\"https:\/\/yingzhenli.net\/home\/en\/?page_id=1552\">[Read more...]<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["entry","page","publish","author-admin","post-1552"],"_links":{"self":[{"href":"https:\/\/yingzhenli.net\/home\/en\/index.php?rest_route=\/wp\/v2\/pages\/1552","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yingzhenli.net\/home\/en\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/yingzhenli.net\/home\/en\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/yingzhenli.net\/home\/en\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/yingzhenli.net\/home\/en\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1552"}],"version-history":[{"count":3,"href":"https:\/\/yingzhenli.net\/home\/en\/index.php?rest_route=\/wp\/v2\/pages\/1552\/revisions"}],"predecessor-version":[{"id":1556,"href":"https:\/\/yingzhenli.net\/home\/en\/index.php?rest_route=\/wp\/v2\/pages\/1552\/revisions\/1556"}],"wp:attachment":[{"href":"https:\/\/yingzhenli.net\/home\/en\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1552"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}