{"id":201322,"date":"2024-12-12T01:28:18","date_gmt":"2024-12-12T07:28:18","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2024\/12\/reconstruction-of-clean-images-from-noisy-data-a-bayesian-inference-perspective"},"modified":"2024-12-12T01:28:18","modified_gmt":"2024-12-12T07:28:18","slug":"reconstruction-of-clean-images-from-noisy-data-a-bayesian-inference-perspective","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2024\/12\/reconstruction-of-clean-images-from-noisy-data-a-bayesian-inference-perspective","title":{"rendered":"Reconstruction of Clean Images from Noisy Data: A Bayesian Inference Perspective"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/reconstruction-of-clean-images-from-noisy-data-a-bayesian-inference-perspective2.jpg\"><\/a><\/p>\n<p>Originally published on Towards AI.<\/p>\n<p>In its most basic form, Bayesian Inference is just a technique for summarizing statistical inference which states how likely an hypothesis is given any new evidence. The method comes from Bayes\u2019 Theorem, which provides a way to calculate the probability that an event will happen or has happened, given any prior knowledge of conditions (from which an event may not happen):<\/p>\n<p>Here\u2019s a somewhat rough rendering of Bayes\u2019 Theorem:<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Originally published on Towards AI. In its most basic form, Bayesian Inference is just a technique for summarizing statistical inference which states how likely an hypothesis is given any new evidence. The method comes from Bayes\u2019 Theorem, which provides a way to calculate the probability that an event will happen or has happened, given any [\u2026]<\/p>\n","protected":false},"author":662,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-201322","post","type-post","status-publish","format-standard","hentry","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/201322","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/662"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=201322"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/201322\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=201322"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=201322"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=201322"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}