{"id":3854,"date":"2021-04-18T12:50:09","date_gmt":"2021-04-18T12:50:09","guid":{"rendered":"http:\/\/iaps.institute\/%d0%b1%d0%b5%d0%b9%d1%81%d0%be%d0%b2%d0%b8-%d0%bc%d0%b5%d1%82%d0%be%d0%b4%d0%b8-%d0%b2-%d0%bc%d0%b0%d1%88%d0%b8%d0%bd%d0%bd%d0%be%d1%82%d0%be-%d0%be%d0%b1%d1%83%d1%87%d0%b5%d0%bd%d0%b8%d0%b5\/"},"modified":"2021-04-18T12:50:18","modified_gmt":"2021-04-18T12:50:18","slug":"%d0%b1%d0%b5%d0%b9%d1%81%d0%be%d0%b2%d0%b8-%d0%bc%d0%b5%d1%82%d0%be%d0%b4%d0%b8-%d0%b2-%d0%bc%d0%b0%d1%88%d0%b8%d0%bd%d0%bd%d0%be%d1%82%d0%be-%d0%be%d0%b1%d1%83%d1%87%d0%b5%d0%bd%d0%b8%d0%b5","status":"publish","type":"post","link":"http:\/\/iaps.institute\/bg\/%d0%b1%d0%b5%d0%b9%d1%81%d0%be%d0%b2%d0%b8-%d0%bc%d0%b5%d1%82%d0%be%d0%b4%d0%b8-%d0%b2-%d0%bc%d0%b0%d1%88%d0%b8%d0%bd%d0%bd%d0%be%d1%82%d0%be-%d0%be%d0%b1%d1%83%d1%87%d0%b5%d0%bd%d0%b8%d0%b5\/","title":{"rendered":"\u0411\u0435\u0439\u0441\u043e\u0432\u0438 \u043c\u0435\u0442\u043e\u0434\u0438 \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0442\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435"},"content":{"rendered":"\n<div class=\"wp-block-image\"><figure class=\"alignleft size-large is-resized\"><a href=\"https:\/\/i0.wp.com\/iaps.institute\/wp-content\/uploads\/2021\/04\/IMG-20210413-WA0000.jpg\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/i0.wp.com\/iaps.institute\/wp-content\/uploads\/2021\/04\/IMG-20210413-WA0000.jpg?resize=559%2C346\" alt=\"\" class=\"wp-image-3844\" width=\"559\" height=\"346\" data-recalc-dims=\"1\" \/><\/a><figcaption><a href=\"https:\/\/youtu.be\/ajN1oHXG4-s\">\u0412\u0438\u0434\u0435\u043e\u0437\u0430\u043f\u0438\u0441<\/a>, <a href=\"https:\/\/colab.research.google.com\/drive\/1AbjkKds5ywa8IxTAxtdHo9kQKIJ-1S1W?usp=sharing\">Notebook<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p><span style=\"text-decoration:underline;\">\u041b\u044a\u0447\u0435\u0437\u0430\u0440 \u041f\u0435\u0442\u0440\u043e\u0432<\/span><\/p>\n\n\n\n<p><span style=\"text-decoration: underline;\">16.04.2021 \u0433. (\u043f\u0435\u0442\u044a\u043a), 19:00<\/span><\/p>\n\n\n\n<p><a href=\"https:\/\/meet.iaps.institute\/machine-learning\" target=\"_blank\" rel=\"noreferrer noopener\"><span style=\"text-decoration: underline;\">https:\/\/meet.iaps.institute\/machine-learning<\/span> <\/a><\/p>\n\n\n\n<p class=\"has-text-align-justify\">\u0412 \u0434\u043e\u043a\u043b\u0430\u0434\u0430 \u0449\u0435 \u0431\u044a\u0434\u0435 \u0440\u0430\u0437\u0433\u043b\u0435\u0434\u0430\u043d\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u0442\u043e \u043d\u0430 \u0442\u0435\u043e\u0440\u0435\u043c\u0430\u0442\u0430 \u043d\u0430 \u0411\u0435\u0439\u0441 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0430 \u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0442\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435. \u0411\u0435\u0439\u0441\u043e\u0432\u0438\u0442\u0435 \u043c\u0435\u0442\u043e\u0434\u0438 \u043d\u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0432\u0430\u0442 \u0434\u0430 \u043f\u0440\u0438\u0431\u0430\u0432\u0438\u043c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u043d\u043e \u0437\u043d\u0430\u043d\u0438\u0435 \u0432 \u043d\u0430\u0448\u0438\u044f \u043c\u043e\u0434\u0435\u043b, \u0438\u0437\u043f\u043e\u043b\u0437\u0432\u0430\u0439\u043a\u0438 \u0442.\u043d\u0430\u0440. \u0430\u043f\u0440\u0438\u043e\u0440\u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442. \u0422\u043e\u0432\u0430 \u043e\u0437\u043d\u0430\u0447\u0430\u0432\u0430 \u0434\u0430 \u0437\u0430\u0434\u0430\u0434\u0435\u043c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u043d\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u0438 \u0440\u0430\u0437\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0432\u044a\u0440\u0445\u0443 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0438\u0442\u0435 \u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0430. \u041f\u043e \u0442\u043e\u0437\u0438 \u043d\u0430\u0447\u0438\u043d \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u0430\u043c\u0435 \u043e\u0431\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0442\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 \u043d\u0430\u0448\u0438\u0442\u0435 \u0434\u0430\u043d\u043d\u0438 \u0441\u044a\u0441 \u0441\u0443\u0431\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0442\u043e \u0437\u043d\u0430\u043d\u0438\u0435. \u041a\u0440\u0430\u0439\u043d\u0438\u044f\u0442 \u0440\u0435\u0437\u0443\u043b\u0442\u0430\u0442 \u0435 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u0435\u043d \u043c\u043e\u0434\u0435\u043b, \u0447\u0438\u0438\u0442\u043e \u043d\u0430\u0443\u0447\u0435\u043d\u0438 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0438 \u0438\u043c\u0430\u0442 \u0430\u0441\u043e\u0446\u0438\u0438\u0440\u0430\u043d\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u0438 \u0440\u0430\u0437\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f. \u0422\u0430\u043a\u0430 \u043c\u043e\u0436\u0435\u043c \u0434\u0430 \u043e\u0446\u0435\u043d\u0438\u043c \u043d\u0435\u0441\u0438\u0433\u0443\u0440\u043d\u043e\u0441\u0442\u0442\u0430 \u043a\u0430\u043a\u0442\u043e \u043f\u0440\u0438 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0438\u0442\u0435, \u0442\u0430\u043a\u0430 \u0438 \u043f\u0440\u0438 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0430\u043d\u0438\u044f\u0442\u0430 \u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0430. \u0417\u0430 \u0438\u043b\u044e\u0441\u0442\u0440\u0438\u0440\u0430\u043d\u0435 \u043d\u0430 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438\u0442\u0435 \u0449\u0435 \u0431\u044a\u0434\u0435 \u0438\u0437\u043f\u043e\u043b\u0437\u0432\u0430\u043d \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0438\u044f\u0442 \u0435\u0437\u0438\u043a Python \u0438 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430\u0442\u0430 PyMC3.<\/p>\n\n\n\n<p><em>\u0414\u043e\u043a\u043b\u0430\u0434\u044a\u0442 \u0435 \u0432 \u0440\u0430\u043c\u043a\u0438\u0442\u0435 \u0441\u0435\u043c\u0438\u043d\u0430\u0440\u0430 \u201e\u041c\u0430\u0448\u0438\u043d\u043d\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\u201c \u043d\u0430 \u0418\u0421\u0424\u0418 \u0441 \u043f\u043e\u043c\u043e\u0449\u0442\u0430 \u043d\u0430 <span style=\"text-decoration: underline;\"><a href=\"http:\/\/quanterall.com\" data-type=\"URL\" data-id=\"quanterall.com\" target=\"_blank\" rel=\"noreferrer noopener\">Quanterall<\/a>.<\/span><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u041b\u044a\u0447\u0435\u0437\u0430\u0440 \u041f\u0435\u0442\u0440\u043e\u0432 16.04.2021 \u0433. (\u043f\u0435\u0442\u044a\u043a), 19:00 https:\/\/meet.iaps.institute\/machine-learning \u0412 \u0434\u043e\u043a\u043b\u0430\u0434\u0430 \u0449\u0435 \u0431\u044a\u0434\u0435 \u0440\u0430\u0437\u0433\u043b\u0435\u0434\u0430\u043d\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u0442\u043e \u043d\u0430 \u0442\u0435\u043e\u0440\u0435\u043c\u0430\u0442\u0430 \u043d\u0430 \u0411\u0435\u0439\u0441 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0430 \u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0442\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435. \u0411\u0435\u0439\u0441\u043e\u0432\u0438\u0442\u0435 \u043c\u0435\u0442\u043e\u0434\u0438 \u043d\u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0432\u0430\u0442 \u0434\u0430 \u043f\u0440\u0438\u0431\u0430\u0432\u0438\u043c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u043d\u043e \u0437\u043d\u0430\u043d\u0438\u0435 \u0432 \u043d\u0430\u0448\u0438\u044f \u043c\u043e\u0434\u0435\u043b, \u0438\u0437\u043f\u043e\u043b\u0437\u0432\u0430\u0439\u043a\u0438 \u0442.\u043d\u0430\u0440. \u0430\u043f\u0440\u0438\u043e\u0440\u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442. \u0422\u043e\u0432\u0430 \u043e\u0437\u043d\u0430\u0447\u0430\u0432\u0430 \u0434\u0430 \u0437\u0430\u0434\u0430\u0434\u0435\u043c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u043d\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u0438 \u0440\u0430\u0437\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0432\u044a\u0440\u0445\u0443 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0438\u0442\u0435 \u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0430. \u041f\u043e \u0442\u043e\u0437\u0438 \u043d\u0430\u0447\u0438\u043d \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u0430\u043c\u0435 \u043e\u0431\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0442\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3844,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"off","_et_pb_old_content":"<!-- wp:paragraph -->\r\n<p><img class=\"wp-image-3844\" style=\"width: 150px;\" src=\"http:\/\/iaps.institute\/wp-content\/uploads\/2021\/04\/IMG-20210413-WA0000.jpg\" alt=\"\">In this report we showcase the application of Bayes theorem in the process of machine learning. Bayesian methods allow us to add prior knowledge to our machine learning model using the so-called prior probability. This means specifying probability distributions over the parameters of our model. That way we could combine the objectivity in our observations with the subjectivity of our prior knowledge. The result is a probabilistic model, which has associated probability distributions to its trained parameters. This way we could assess the uncertainty in both the parameter estimates and the model\u2019s predictions. The concepts will be illustrated using the programming language Python and the package PyMC3.<\/p>\r\n<!-- \/wp:paragraph -->","_et_gb_content_width":"","spay_email":"","jetpack_publicize_message":"","jetpack_is_tweetstorm":false,"jetpack_publicize_feature_enabled":true},"categories":[4],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v18.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0411\u0435\u0439\u0441\u043e\u0432\u0438 \u043c\u0435\u0442\u043e\u0434\u0438 \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0442\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 - \u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0437\u0430 \u0421\u044a\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0438 \u0424\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u0418\u0437\u0441\u043b\u0435\u0434\u0432\u0430\u043d\u0438\u044f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/iaps.institute\/bg\/\u0431\u0435\u0439\u0441\u043e\u0432\u0438-\u043c\u0435\u0442\u043e\u0434\u0438-\u0432-\u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0442\u043e-\u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\/\" \/>\n<meta property=\"og:locale\" content=\"bg_BG\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0411\u0435\u0439\u0441\u043e\u0432\u0438 \u043c\u0435\u0442\u043e\u0434\u0438 \u0432 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0442\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 - \u0418\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0437\u0430 \u0421\u044a\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0438 \u0424\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438 \u0418\u0437\u0441\u043b\u0435\u0434\u0432\u0430\u043d\u0438\u044f\" \/>\n<meta property=\"og:description\" content=\"\u041b\u044a\u0447\u0435\u0437\u0430\u0440 \u041f\u0435\u0442\u0440\u043e\u0432 16.04.2021 \u0433. (\u043f\u0435\u0442\u044a\u043a), 19:00 https:\/\/meet.iaps.institute\/machine-learning \u0412 \u0434\u043e\u043a\u043b\u0430\u0434\u0430 \u0449\u0435 \u0431\u044a\u0434\u0435 \u0440\u0430\u0437\u0433\u043b\u0435\u0434\u0430\u043d\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435\u0442\u043e \u043d\u0430 \u0442\u0435\u043e\u0440\u0435\u043c\u0430\u0442\u0430 \u043d\u0430 \u0411\u0435\u0439\u0441 \u0432 \u043f\u0440\u043e\u0446\u0435\u0441\u0430 \u043d\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0442\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435. \u0411\u0435\u0439\u0441\u043e\u0432\u0438\u0442\u0435 \u043c\u0435\u0442\u043e\u0434\u0438 \u043d\u0438 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0432\u0430\u0442 \u0434\u0430 \u043f\u0440\u0438\u0431\u0430\u0432\u0438\u043c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u043d\u043e \u0437\u043d\u0430\u043d\u0438\u0435 \u0432 \u043d\u0430\u0448\u0438\u044f \u043c\u043e\u0434\u0435\u043b, \u0438\u0437\u043f\u043e\u043b\u0437\u0432\u0430\u0439\u043a\u0438 \u0442.\u043d\u0430\u0440. \u0430\u043f\u0440\u0438\u043e\u0440\u043d\u0430 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442. \u0422\u043e\u0432\u0430 \u043e\u0437\u043d\u0430\u0447\u0430\u0432\u0430 \u0434\u0430 \u0437\u0430\u0434\u0430\u0434\u0435\u043c \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u043d\u0438 \u0432\u0435\u0440\u043e\u044f\u0442\u043d\u043e\u0441\u0442\u043d\u0438 \u0440\u0430\u0437\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0432\u044a\u0440\u0445\u0443 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0438\u0442\u0435 \u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0430. \u041f\u043e \u0442\u043e\u0437\u0438 \u043d\u0430\u0447\u0438\u043d \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u0430\u043c\u0435 \u043e\u0431\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0442\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0435\u043d\u0438\u044f \u0432 [&hellip;]\" 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