{"id":1253,"date":"2018-12-20T11:41:53","date_gmt":"2018-12-20T16:41:53","guid":{"rendered":"http:\/\/josephpcohen.com\/w\/?p=1253"},"modified":"2020-08-17T13:51:01","modified_gmt":"2020-08-17T17:51:01","slug":"machine-learning-for-medical-text-and-ehr","status":"publish","type":"post","link":"https:\/\/josephpcohen.com\/w\/machine-learning-for-medical-text-and-ehr\/","title":{"rendered":"Machine Learning for Medical Text and EHR (word2vec, RNNs)"},"content":{"rendered":"<p><a href=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/A-survey-of-clinical-data-successes-using-machine-learning-and-word2ec-compressed.pdf\"> Download the lecture <img decoding=\"async\" loading=\"lazy\" width=\"40\" height=\"40\" class=\"size-full wp-image-77\" src=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/2013\/11\/pdf.png\" alt=\"pdf\" \/><\/a> or <a href=\"https:\/\/docs.google.com\/presentation\/d\/155oZORo29kpr1MNTwYbO2qEoYOIzHeBsDZCbI0NBmx8\/edit\">view it online <img decoding=\"async\" style=\"width: 50px;\" src=\"http:\/\/josephpcohen.com\/w\/wp-content\/uploads\/Slides-icon.png\" \/><\/a><\/p>\n<p><!--more--><\/p>\n<p>This talk will cover approaches for working with electronic health records (EHR) using machine learning. Including unsupervised representation learning for medical codes, visits, and patients. Working with time series events and observation using MLPs and RNNs. Also, predicting patient outcomes in terms of survival and other medical events.<\/p>\n<p><center><br \/>\n<iframe style='padding-bottom: 15px;max-width:700px' width=\"100%\" height=\"470\" src='\/\/www.youtube.com\/embed\/saZ8rtYYxBw?html5=1&#038;showinfo=0&#038;rel=0&#038;autohide=1&#038;theme=light&#038;color=white&#038;hd=1' frameborder='0' allowfullscreen><\/iframe><br \/>\n\t\t<\/center><\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>Download the lecture or view it online<\/p>\n<\/div>","protected":false},"author":1,"featured_media":1257,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[7],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Machine Learning for Medical Text and EHR (word2vec, RNNs) - 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\/machine-learning-for-medical-text-and-ehr\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning for Medical Text and EHR (word2vec, RNNs) - 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\/machine-learning-for-medical-text-and-ehr\/\" \/>\n<meta property=\"og:site_name\" content=\"Joseph Paul Cohen PhD\" \/>\n<meta property=\"article:published_time\" content=\"2018-12-20T16:41:53+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-08-17T17:51:01+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/josephpcohen.com\/w\/wp-content\/uploads\/Screen-Shot-2018-12-20-at-11.43.27-AM.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1172\" \/>\n\t<meta property=\"og:image:height\" content=\"780\" \/>\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\/machine-learning-for-medical-text-and-ehr\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/josephpcohen.com\/w\/machine-learning-for-medical-text-and-ehr\/\"},\"author\":{\"name\":\"Joseph Paul Cohen\",\"@id\":\"https:\/\/josephpcohen.com\/w\/#\/schema\/person\/e25d0d5746952220f35d182ca7aa8684\"},\"headline\":\"Machine Learning for Medical Text and EHR (word2vec, RNNs)\",\"datePublished\":\"2018-12-20T16:41:53+00:00\",\"dateModified\":\"2020-08-17T17:51:01+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/josephpcohen.com\/w\/machine-learning-for-medical-text-and-ehr\/\"},\"wordCount\":65,\"publisher\":{\"@id\":\"https:\/\/josephpcohen.com\/w\/#\/schema\/person\/e25d0d5746952220f35d182ca7aa8684\"},\"articleSection\":[\"Presentations\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/josephpcohen.com\/w\/machine-learning-for-medical-text-and-ehr\/\",\"url\":\"https:\/\/josephpcohen.com\/w\/machine-learning-for-medical-text-and-ehr\/\",\"name\":\"Machine Learning for Medical Text and EHR (word2vec, RNNs) - 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