{"id":559,"date":"2025-10-26T23:29:44","date_gmt":"2025-10-26T23:29:44","guid":{"rendered":"https:\/\/ykim.synology.me\/wordpress\/?p=559"},"modified":"2025-10-27T14:49:54","modified_gmt":"2025-10-27T14:49:54","slug":"probabilistic-machine-learning-a-book-series-by-kevin-murphy","status":"publish","type":"post","link":"https:\/\/ykim.synology.me\/wordpress\/probabilistic-machine-learning-a-book-series-by-kevin-murphy-559\/","title":{"rendered":"&#8220;Probabilistic Machine Learning&#8221; &#8211; a book series by Kevin Murphy"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"870\" height=\"1024\" src=\"https:\/\/ykim.synology.me\/wordpress\/wp-content\/uploads\/2025\/10\/image-15-870x1024.png\" alt=\"\" class=\"wp-image-639\" style=\"width:333px\" srcset=\"https:\/\/ykim.synology.me\/wordpress\/wp-content\/uploads\/2025\/10\/image-15-870x1024.png 870w, https:\/\/ykim.synology.me\/wordpress\/wp-content\/uploads\/2025\/10\/image-15-255x300.png 255w, https:\/\/ykim.synology.me\/wordpress\/wp-content\/uploads\/2025\/10\/image-15-768x904.png 768w, https:\/\/ykim.synology.me\/wordpress\/wp-content\/uploads\/2025\/10\/image-15-1305x1536.png 1305w, https:\/\/ykim.synology.me\/wordpress\/wp-content\/uploads\/2025\/10\/image-15-1740x2048.png 1740w, https:\/\/ykim.synology.me\/wordpress\/wp-content\/uploads\/2025\/10\/image-15-600x706.png 600w\" sizes=\"auto, (max-width: 870px) 100vw, 870px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/probml.github.io\/pml-book\" target=\"_blank\" rel=\"noopener\">https:\/\/probml.github.io\/pml-book<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"probabilistic-machine-learning-a-book-series-by-kevin-murphy\"><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\"><br><strong>Book 0: \u201cMachine Learning: A Probabilistic Perspective\u201d (2012)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">See&nbsp;<a href=\"https:\/\/probml.github.io\/pml-book\/book0.html\" target=\"_blank\" rel=\"noopener\">this link<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"book-1-probabilistic-machine-learning-an-introduction-2022\"><strong>Book 1: \u201cProbabilistic Machine Learning: An Introduction\u201d (2022)<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">See&nbsp;<a href=\"https:\/\/probml.github.io\/pml-book\/book1.html\" target=\"_blank\" rel=\"noopener\">this link<\/a><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"book-2-probabilistic-machine-learning-advanced-topics-2023\"><strong>Book 2: \u201cProbabilistic Machine Learning: Advanced Topics\u201d (2023)<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">See&nbsp;<a href=\"https:\/\/probml.github.io\/pml-book\/book2.html\" target=\"_blank\" rel=\"noopener\">this link<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<div style='text-align:center' class='yasr-auto-insert-overall'><\/div><div style='text-align:center' class='yasr-auto-insert-visitor'><\/div>","protected":false},"excerpt":{"rendered":"<p>https:\/\/probml.github.io\/pml-book Book 0: \u201cMachine Learning: A Probabilistic Perspective\u201d (2012) See&nbsp;this link Book 1: \u201cProbabilistic Machine Learning: An Introduction\u201d (2022) See&nbsp;this link Book 2: \u201cProbabilistic Machine Learning: Advanced Topics\u201d (2023) See&nbsp;this link<\/p>\n","protected":false},"author":1,"featured_media":641,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","yasr_overall_rating":0,"yasr_post_is_review":"","yasr_auto_insert_disabled":"","yasr_review_type":"","fifu_image_url":"https:\/\/www.cs.ubc.ca\/~murphyk\/MLbook\/cover-lowres.jpg","fifu_image_alt":"Machine Learning: A Probabilistic Perspective, Kevin P. 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