{"id":1437,"date":"2020-02-14T17:50:24","date_gmt":"2020-02-14T22:50:24","guid":{"rendered":"http:\/\/josephpcohen.com\/w\/?p=1437"},"modified":"2020-02-14T17:51:59","modified_gmt":"2020-02-14T22:51:59","slug":"generalization-challenges-and-making-models-right-for-the-right-reasons-in-medicine","status":"publish","type":"post","link":"https:\/\/josephpcohen.com\/w\/generalization-challenges-and-making-models-right-for-the-right-reasons-in-medicine\/","title":{"rendered":"Generalization challenges and making models right for the right reasons in medicine"},"content":{"rendered":"

\"\"<\/p>\n

Download the lecture \"pdf\"<\/a> or view it online <\/a><\/p>\n

<\/p>\n

Title: Generalization challenges and making models right for the right reasons in medicine (with a focus on chest X-ray diagnostics)<\/p>\n

Speaker: Joseph Paul Cohen PhD, Postdoctoral Fellow (Mila, University of Montreal)<\/p>\n

Abstract: This talk will discuss challenges in model generalization specific to deep learning convolutional networks. The medical domain focused on will be chest X-ray diagnostics.<\/p>\n

<\/p>\n

<\/center> <\/p>\n","protected":false},"excerpt":{"rendered":"

Download the lecture or view it online<\/p>\n<\/div>","protected":false},"author":1,"featured_media":1441,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[7],"tags":[],"yoast_head":"\nGeneralization challenges and making models right for the right reasons in medicine - Joseph Paul Cohen PhD<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/josephpcohen.com\/w\/generalization-challenges-and-making-models-right-for-the-right-reasons-in-medicine\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Generalization challenges and making models right for the right reasons in medicine - Joseph Paul Cohen PhD\" \/>\n<meta property=\"og:description\" content=\"Download the lecture or view it online\" \/>\n<meta property=\"og:url\" content=\"https:\/\/josephpcohen.com\/w\/generalization-challenges-and-making-models-right-for-the-right-reasons-in-medicine\/\" \/>\n<meta property=\"og:site_name\" content=\"Joseph Paul Cohen PhD\" \/>\n<meta property=\"article:published_time\" content=\"2020-02-14T22:50:24+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-02-14T22:51:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/Screen-Shot-2020-02-14-at-5.48.32-PM.png\" \/>\n\t<meta property=\"og:image:width\" content=\"564\" \/>\n\t<meta property=\"og:image:height\" content=\"330\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Joseph Paul Cohen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Joseph Paul Cohen\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/josephpcohen.com\/w\/generalization-challenges-and-making-models-right-for-the-right-reasons-in-medicine\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/josephpcohen.com\/w\/generalization-challenges-and-making-models-right-for-the-right-reasons-in-medicine\/\"},\"author\":{\"name\":\"Joseph Paul Cohen\",\"@id\":\"https:\/\/josephpcohen.com\/w\/#\/schema\/person\/e25d0d5746952220f35d182ca7aa8684\"},\"headline\":\"Generalization challenges and making models right for the right reasons in medicine\",\"datePublished\":\"2020-02-14T22:50:24+00:00\",\"dateModified\":\"2020-02-14T22:51:59+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/josephpcohen.com\/w\/generalization-challenges-and-making-models-right-for-the-right-reasons-in-medicine\/\"},\"wordCount\":76,\"publisher\":{\"@id\":\"https:\/\/josephpcohen.com\/w\/#\/schema\/person\/e25d0d5746952220f35d182ca7aa8684\"},\"articleSection\":[\"Presentations\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/josephpcohen.com\/w\/generalization-challenges-and-making-models-right-for-the-right-reasons-in-medicine\/\",\"url\":\"https:\/\/josephpcohen.com\/w\/generalization-challenges-and-making-models-right-for-the-right-reasons-in-medicine\/\",\"name\":\"Generalization challenges and making models right for the right reasons in medicine - 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