Informed Clinical Decision Making using Deep Learning

Brought by: Coursera

Overview

This specialisation is for learners with experience in programming that are interested in expanding their skills in applying deep learning in Electronic Health Records and with a focus on how to translate their models into Clinical Decision Support Systems. The main areas that would explore are: Data mining of Clinical Databases: Ethics, MIMIC III database, International Classification of Disease System and definition of common clinical outcomes. Deep learning in Electronic Health Records: From descriptive analytics to predictive analytics Explainable deep learning models for healthcare applications: What it is and why it is needed Clinical Decision Support Systems: Generalisation, bias, ‘fairness’, clinical usefulness and privacy of artificial intelligence algorithms.

Syllabus

Course 1: Data mining of Clinical Databases - CDSS 1
- Offered by University of Glasgow . This course will introduce MIMIC-III, which is the largest publicly Electronic Health Record (EHR) ... Enroll for free.

Course 2: Deep learning in Electronic Health Records - CDSS 2
- Offered by University of Glasgow . Overview of the main principles of Deep Learning along with common architectures. Formulate the problem ... Enroll for free.

Course 3: Explainable deep learning models for healthcare - CDSS 3
- Offered by University of Glasgow . This course will introduce the concepts of interpretability and explainability in machine learning ... Enroll for free.

Course 4: Clinical Decision Support Systems - CDSS 4
- Offered by University of Glasgow . Machine learning systems used in Clinical Decision Support Systems (CDSS) require further external ... Enroll for free.

Course 5: Capstone Assignment - CDSS 5
- Offered by University of Glasgow . This course is a capstone assignment requiring you to apply the knowledge and skill you have learnt ... Enroll for free.

Courses

Taught by

Fani Deligianni

Informed Clinical Decision Making using Deep Learning
Go to course

Informed Clinical Decision Making using Deep Learning

Brought by: Coursera

  • Coursera
  • Paid
  • English
  • Certificate Available
  • Available at any time
  • intermediate
  • N/A
8.1.2PHP Version341msRequest Duration2MBMemory UsageGET en/courses/{slug}Route
    • Booting (215ms)
    • Application (125ms)
    • 1 x Booting (63.14%)
      215.32ms
      1 x Application (36.61%)
      124.86ms
      14 templates were rendered
      • public.courses.show (resources/views/public/courses/show.blade.php)3bladefile
        Params
        0
        course
        1
        links
        2
        config
      • public.courses.partials.breadcrumbs (resources/views/public/courses/partials/breadcrumbs.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.courses.partials.heading (resources/views/public/courses/partials/heading.blade.php)7bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        classes
      • public.courses.partials.details (resources/views/public/courses/partials/details.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.courses.partials.breadcrumbs (resources/views/public/courses/partials/breadcrumbs.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.courses.partials.heading (resources/views/public/courses/partials/heading.blade.php)7bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        classes
      • public.layouts.main (resources/views/public/layouts/main.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.layouts.partials.meta (resources/views/public/layouts/partials/meta.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.layouts.partials.navbar (resources/views/public/layouts/partials/navbar.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.auth.profile.partials.links (resources/views/public/auth/profile/partials/links.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      • public.auth.profile.partials.link (resources/views/public/auth/profile/partials/link.blade.php)8bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        route
        7
        title
      • public.auth.profile.partials.link (resources/views/public/auth/profile/partials/link.blade.php)8bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        route
        7
        title
      • public.auth.profile.partials.link (resources/views/public/auth/profile/partials/link.blade.php)8bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
        6
        route
        7
        title
      • public.layouts.partials.flash-session (resources/views/public/layouts/partials/flash-session.blade.php)6bladefile
        Params
        0
        __env
        1
        app
        2
        errors
        3
        course
        4
        links
        5
        config
      uri
      GET en/courses/{slug}
      middleware
      web, localize:en
      controller
      App\Http\Controllers\CourseController@show
      as
      en.courses.show
      namespace
      prefix
      /en
      where
      file
      app/Http/Controllers/CourseController.php:17-35
      7 statements were executed7.03ms
      • select * from `courses` where `slug_en` = 'informed-clinical-decision-making-using-deep-learning' limit 1
        5.38ms/app/Http/Controllers/CourseController.php:20corspedia
        Metadata
        Bindings
        • 0. informed-clinical-decision-making-using-deep-learning
        Backtrace
        • 17. /app/Http/Controllers/CourseController.php:20
        • 18. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 19. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 20. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • update `courses` set `visitors` = `visitors` + 1, `courses`.`updated_at` = '2025-03-08 07:15:36' where `id` = 1463
        390μs/app/Http/Controllers/CourseController.php:21corspedia
        Metadata
        Bindings
        • 0. 2025-03-08 07:15:36
        • 1. 1463
        Backtrace
        • 17. /app/Http/Controllers/CourseController.php:21
        • 18. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 19. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 20. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select `id`, `name_en`, `name_ar`, `topic_id`, `slug_en`, `slug_ar` from `subjects` where `subjects`.`id` in (27)
        250μs/app/Http/Controllers/CourseController.php:23corspedia
        Metadata
        Backtrace
        • 20. /app/Http/Controllers/CourseController.php:23
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 22. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 23. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 24. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select `id`, `name_en`, `name_ar`, `slug_en`, `slug_ar` from `topics` where `topics`.`id` in (1)
        200μs/app/Http/Controllers/CourseController.php:23corspedia
        Metadata
        Backtrace
        • 25. /app/Http/Controllers/CourseController.php:23
        • 26. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 27. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 28. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 29. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `institutions` where `institutions`.`id` in (56) and `institutions`.`deleted_at` is null
        240μs/app/Http/Controllers/CourseController.php:23corspedia
        Metadata
        Backtrace
        • 20. /app/Http/Controllers/CourseController.php:23
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 22. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 23. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 24. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `providers` where `providers`.`id` in (2) and `providers`.`deleted_at` is null
        190μs/app/Http/Controllers/CourseController.php:23corspedia
        Metadata
        Backtrace
        • 20. /app/Http/Controllers/CourseController.php:23
        • 21. /vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
        • 22. /vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
        • 23. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
        • 24. /vendor/laravel/framework/src/Illuminate/Routing/Route.php:205
      • select * from `html_files` where `html_files`.`id` = 1455 limit 1
        380μs/app/Models/Course.php:84corspedia
        Metadata
        Bindings
        • 0. 1455
        Backtrace
        • 21. /app/Models/Course.php:84
        • 28. view::public.courses.show:29
        • 30. /vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:125
        • 31. /vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
        • 32. /vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:72
      App\Models\HtmlFile
      1
      App\Models\Provider
      1
      App\Models\Institution
      1
      App\Models\Topic
      1
      App\Models\Subject
      1
      App\Models\Course
      1
        _token
        oQuQId6EigIC5ojEgICmI0hIZ2rYunPmIBAIJy1r
        locale
        en
        _previous
        array:1 [ "url" => "https://www.corspedia.com/en/courses/informed-clinical-decision-making-using-d...
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /en/courses/informed-clinical-decision-making-using-deep-learning
        status_code
        200
        
        status_text
        OK
        format
        html
        content_type
        text/html; charset=UTF-8
        request_query
        []
        
        request_request
        []
        
        request_headers
        0 of 0
        array:24 [ "cf-ipcountry" => array:1 [ 0 => "US" ] "cf-connecting-ip" => array:1 [ 0 => "3.15.194.249" ] "cdn-loop" => array:1 [ 0 => "cloudflare; loops=1" ] "x-forwarded-proto" => array:1 [ 0 => "https" ] "cf-visitor" => array:1 [ 0 => "{"scheme":"https"}" ] "sec-fetch-site" => array:1 [ 0 => "none" ] "accept" => array:1 [ 0 => "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" ] "user-agent" => array:1 [ 0 => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" ] "upgrade-insecure-requests" => array:1 [ 0 => "1" ] "sec-ch-ua-platform" => array:1 [ 0 => ""Windows"" ] "sec-ch-ua-mobile" => array:1 [ 0 => "?0" ] "sec-ch-ua" => array:1 [ 0 => ""HeadlessChrome";v="129", "Not=A?Brand";v="8", "Chromium";v="129"" ] "cache-control" => array:1 [ 0 => "no-cache" ] "pragma" => array:1 [ 0 => "no-cache" ] "sec-fetch-dest" => array:1 [ 0 => "document" ] "cf-ray" => array:1 [ 0 => "91d08ad5ae441ee4-ORD" ] "accept-encoding" => array:1 [ 0 => "gzip, br" ] "priority" => array:1 [ 0 => "u=0, i" ] "sec-fetch-user" => array:1 [ 0 => "?1" ] "sec-fetch-mode" => array:1 [ 0 => "navigate" ] "x-forwarded-for" => array:1 [ 0 => "3.15.194.249" ] "host" => array:1 [ 0 => "www.corspedia.com" ] "content-length" => array:1 [ 0 => "" ] "content-type" => array:1 [ 0 => "" ] ]
        request_server
        0 of 0
        array:50 [ "USER" => "www-data" "HOME" => "/var/www" "HTTP_CF_IPCOUNTRY" => "US" "HTTP_CF_CONNECTING_IP" => "3.15.194.249" "HTTP_CDN_LOOP" => "cloudflare; loops=1" "HTTP_X_FORWARDED_PROTO" => "https" "HTTP_CF_VISITOR" => "{"scheme":"https"}" "HTTP_SEC_FETCH_SITE" => "none" "HTTP_ACCEPT" => "text/html,application/xhtml+xml,application/xml;q=0.9,image/avif,image/webp,image/apng,*/*;q=0.8,application/signed-exchange;v=b3;q=0.7" "HTTP_USER_AGENT" => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" "HTTP_UPGRADE_INSECURE_REQUESTS" => "1" "HTTP_SEC_CH_UA_PLATFORM" => ""Windows"" "HTTP_SEC_CH_UA_MOBILE" => "?0" "HTTP_SEC_CH_UA" => ""HeadlessChrome";v="129", "Not=A?Brand";v="8", "Chromium";v="129"" "HTTP_CACHE_CONTROL" => "no-cache" "HTTP_PRAGMA" => "no-cache" "HTTP_SEC_FETCH_DEST" => "document" "HTTP_CF_RAY" => "91d08ad5ae441ee4-ORD" "HTTP_ACCEPT_ENCODING" => "gzip, br" "HTTP_PRIORITY" => "u=0, i" "HTTP_SEC_FETCH_USER" => "?1" "HTTP_SEC_FETCH_MODE" => "navigate" "HTTP_X_FORWARDED_FOR" => "3.15.194.249" "HTTP_HOST" => "www.corspedia.com" "REDIRECT_STATUS" => "200" "SERVER_NAME" => "corspedia.com" "SERVER_PORT" => "443" "SERVER_ADDR" => "141.95.147.152" "REMOTE_USER" => "" "REMOTE_PORT" => "61004" "REMOTE_ADDR" => "172.69.17.67" "SERVER_SOFTWARE" => "nginx/1.18.0" "GATEWAY_INTERFACE" => "CGI/1.1" "HTTPS" => "on" "REQUEST_SCHEME" => "https" "SERVER_PROTOCOL" => "HTTP/2.0" "DOCUMENT_ROOT" => "/var/www/corspedia/public" "DOCUMENT_URI" => "/index.php" "REQUEST_URI" => "/en/courses/informed-clinical-decision-making-using-deep-learning" "SCRIPT_NAME" => "/index.php" "CONTENT_LENGTH" => "" "CONTENT_TYPE" => "" "REQUEST_METHOD" => "GET" "QUERY_STRING" => "" "SCRIPT_FILENAME" => "/var/www/corspedia/public/index.php" "PATH_INFO" => "" "FCGI_ROLE" => "RESPONDER" "PHP_SELF" => "/index.php" "REQUEST_TIME_FLOAT" => 1741418136.2108 "REQUEST_TIME" => 1741418136 ]
        request_cookies
        []
        
        response_headers
        0 of 0
        array:5 [ "content-type" => array:1 [ 0 => "text/html; charset=UTF-8" ] "cache-control" => array:1 [ 0 => "no-cache, private" ] "date" => array:1 [ 0 => "Sat, 08 Mar 2025 07:15:36 GMT" ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IitGRDhYeVVsa2tCU3VZRnBwTXJSMVE9PSIsInZhbHVlIjoid2F4Qk1FcFFLWmFSRzg4YlRVMmoySkVxZGx1WkRkN2NWQ3FsbURIVGVFVlUwVEFCTGhTOVcxN1RpejFQZEl4MVpGL3h1Yjg2WnRVRlBRcUUvWmlQb1VjSU9vem9zRitJbjlQMU0ySW02U0JYQXQ1WUJLSWhIYW1VeU9FQmYwMmwiLCJtYWMiOiI4YTkzODQyYjcwNzE5YmE2MWIzNTY5Y2QwZDI3OWE3M2RiOTkzNDllMTlmODk3YmVmZWIzYzVjMmY2YzViZDQ1IiwidGFnIjoiIn0%3D; expires=Sat, 08 Mar 2025 09:15:36 GMT; Max-Age=7200; path=/; samesite=laxXSRF-TOKEN=eyJpdiI6IitGRDhYeVVsa2tCU3VZRnBwTXJSMVE9PSIsInZhbHVlIjoid2F4Qk1FcFFLWmFSRzg4YlRVMmoySkVxZGx1WkRkN2NWQ3FsbURIVGVFVlUwVEFCTGhTOVcxN1RpejFQZEl4MVpGL3h1Y" 1 => "laravel_session=eyJpdiI6IlpIN01FQUhnWnl0a2Q2bExIM1RQamc9PSIsInZhbHVlIjoiRnNlVmhEQ2JDUkhwMGlHYUtvSk5uNEFsZURIYVlGR1R6STlCTkFHMTQrVFpobEVsamxiUndMV1FJMzhFRUQ0eWtBdGQyMUdhd1YxTUxEb0o2NGRENWNYTFJUcmJUV1pqZjk3OHgyQldEZ002bSs3OWp5YmFtR3NRbXFUZ2o3WU8iLCJtYWMiOiIxM2U0NDljMmQyMjM4NzdhZWQyNjQ4NThlYzc2MmQ4OGJlYTg1Zjc3ZGNjNGZkZTM4MDcxNDdjZmZlZjViOTA0IiwidGFnIjoiIn0%3D; expires=Sat, 08 Mar 2025 09:15:36 GMT; Max-Age=7200; path=/; httponly; samesite=laxlaravel_session=eyJpdiI6IlpIN01FQUhnWnl0a2Q2bExIM1RQamc9PSIsInZhbHVlIjoiRnNlVmhEQ2JDUkhwMGlHYUtvSk5uNEFsZURIYVlGR1R6STlCTkFHMTQrVFpobEVsamxiUndMV1FJMzhFRUQ0eWtB" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IitGRDhYeVVsa2tCU3VZRnBwTXJSMVE9PSIsInZhbHVlIjoid2F4Qk1FcFFLWmFSRzg4YlRVMmoySkVxZGx1WkRkN2NWQ3FsbURIVGVFVlUwVEFCTGhTOVcxN1RpejFQZEl4MVpGL3h1Yjg2WnRVRlBRcUUvWmlQb1VjSU9vem9zRitJbjlQMU0ySW02U0JYQXQ1WUJLSWhIYW1VeU9FQmYwMmwiLCJtYWMiOiI4YTkzODQyYjcwNzE5YmE2MWIzNTY5Y2QwZDI3OWE3M2RiOTkzNDllMTlmODk3YmVmZWIzYzVjMmY2YzViZDQ1IiwidGFnIjoiIn0%3D; expires=Sat, 08-Mar-2025 09:15:36 GMT; path=/XSRF-TOKEN=eyJpdiI6IitGRDhYeVVsa2tCU3VZRnBwTXJSMVE9PSIsInZhbHVlIjoid2F4Qk1FcFFLWmFSRzg4YlRVMmoySkVxZGx1WkRkN2NWQ3FsbURIVGVFVlUwVEFCTGhTOVcxN1RpejFQZEl4MVpGL3h1Y" 1 => "laravel_session=eyJpdiI6IlpIN01FQUhnWnl0a2Q2bExIM1RQamc9PSIsInZhbHVlIjoiRnNlVmhEQ2JDUkhwMGlHYUtvSk5uNEFsZURIYVlGR1R6STlCTkFHMTQrVFpobEVsamxiUndMV1FJMzhFRUQ0eWtBdGQyMUdhd1YxTUxEb0o2NGRENWNYTFJUcmJUV1pqZjk3OHgyQldEZ002bSs3OWp5YmFtR3NRbXFUZ2o3WU8iLCJtYWMiOiIxM2U0NDljMmQyMjM4NzdhZWQyNjQ4NThlYzc2MmQ4OGJlYTg1Zjc3ZGNjNGZkZTM4MDcxNDdjZmZlZjViOTA0IiwidGFnIjoiIn0%3D; expires=Sat, 08-Mar-2025 09:15:36 GMT; path=/; httponlylaravel_session=eyJpdiI6IlpIN01FQUhnWnl0a2Q2bExIM1RQamc9PSIsInZhbHVlIjoiRnNlVmhEQ2JDUkhwMGlHYUtvSk5uNEFsZURIYVlGR1R6STlCTkFHMTQrVFpobEVsamxiUndMV1FJMzhFRUQ0eWtB" ] ]
        session_attributes
        0 of 0
        array:5 [ "_token" => "oQuQId6EigIC5ojEgICmI0hIZ2rYunPmIBAIJy1r" "locale" => "en" "_previous" => array:1 [ "url" => "https://www.corspedia.com/en/courses/informed-clinical-decision-making-using-deep-learning" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]