Ethics, Laws and Implementing an AI Solution on Microsoft Azure

بواسطة: FutureLearn

Overview

Build your confidence in data science for AI and machine learning

Build your data science for AI skills with Python and Microsoft Azure, and explore its ethical and legal frameworks.

Syllabus

Courses under this program:
Course 1: Microsoft Future Ready: Ethics and Law in Data and Analytics
-Understand the ethics and laws surrounding AI and Analytical tools including data sharing and privacy.

Course 2: Microsoft Future Ready: Data Science Research Methods Using Python Programming
-Discover data collection methods to support your data science research and analysis.

Course 3: Microsoft Future Ready: Principles of Machine Learning with Python Programming
-Understand the theory of machine learning before gaining practical experience using Python programming.

Course 4: Microsoft Future Ready: Designing and Implementing an Azure AI Solution
-Gain the skills and confidence in Microsoft Azure to help you understand how to design and implement a data science solution.

Ethics, Laws and Implementing an AI Solution on Microsoft Azure
الذهاب الي الدورة

Ethics, Laws and Implementing an AI Solution on Microsoft Azure

بواسطة: FutureLearn

  • FutureLearn
  • مدفوعة
  • الإنجليزية
  • متاح شهادة
  • متاح في أي وقت
  • intermediate
  • N/A
8.1.2PHP Version235msRequest Duration2MBMemory UsageGET ar/الدورات/{slug}Route
    • Booting (146ms)
    • Application (87.95ms)
    • 1 x Booting (62.31%)
      146.32ms
      1 x Application (37.45%)
      87.95ms
      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 ar/الدورات/{slug}
      middleware
      web, localize:ar
      controller
      App\Http\Controllers\CourseController@show
      as
      ar.courses.show
      namespace
      prefix
      /ar
      where
      file
      app/Http/Controllers/CourseController.php:17-35
      7 statements were executed6.39ms
      • select * from `courses` where `slug_ar` = 'ethics,-laws-and-implementing-an-ai-solution-on-microsoft-azure' limit 1
        5.11ms/app/Http/Controllers/CourseController.php:20corspedia
        Metadata
        Bindings
        • 0. ethics,-laws-and-implementing-an-ai-solution-on-microsoft-azure
        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` = '2025-02-03 19:20:09' where `id` = 1563
        330μs/app/Http/Controllers/CourseController.php:21corspedia
        Metadata
        Bindings
        • 0. 2025-02-03 19:20:09
        • 1. 1563
        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 (3)
        180μs/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)
        180μs/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 (73) and `institutions`.`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 `providers` where `providers`.`id` in (4) 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` = 1555 limit 1
        210μs/app/Models/Course.php:84corspedia
        Metadata
        Bindings
        • 0. 1555
        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
        2dVRpI3HgZXUYaoubWZ1mHewRcFJB9qsgAKaGcOj
        locale
        ar
        _previous
        array:1 [ "url" => "https://www.corspedia.com/ar/%D8%A7%D9%84%D8%AF%D9%88%D8%B1%D8%A7%D8%AA/ethics...
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /ar/%D8%A7%D9%84%D8%AF%D9%88%D8%B1%D8%A7%D8%AA/ethics,-laws-and-implementing-an-ai-solution-on-microsoft-azure
        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 [ "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" ] "cdn-loop" => array:1 [ 0 => "cloudflare; loops=1" ] "priority" => array:1 [ 0 => "u=0, i" ] "upgrade-insecure-requests" => array:1 [ 0 => "1" ] "user-agent" => array:1 [ 0 => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" ] "cf-connecting-ip" => array:1 [ 0 => "18.220.249.208" ] "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" ] "sec-fetch-site" => array:1 [ 0 => "none" ] "cf-visitor" => array:1 [ 0 => "{"scheme":"https"}" ] "sec-fetch-mode" => array:1 [ 0 => "navigate" ] "sec-fetch-user" => array:1 [ 0 => "?1" ] "x-forwarded-proto" => array:1 [ 0 => "https" ] "cf-ipcountry" => array:1 [ 0 => "US" ] "accept-encoding" => array:1 [ 0 => "gzip, br" ] "sec-fetch-dest" => array:1 [ 0 => "document" ] "sec-ch-ua-platform" => array:1 [ 0 => ""Windows"" ] "x-forwarded-for" => array:1 [ 0 => "18.220.249.208" ] "cf-ray" => array:1 [ 0 => "90c4c6d20aed2261-ORD" ] "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_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_CDN_LOOP" => "cloudflare; loops=1" "HTTP_PRIORITY" => "u=0, i" "HTTP_UPGRADE_INSECURE_REQUESTS" => "1" "HTTP_USER_AGENT" => "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)" "HTTP_CF_CONNECTING_IP" => "18.220.249.208" "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_SEC_FETCH_SITE" => "none" "HTTP_CF_VISITOR" => "{"scheme":"https"}" "HTTP_SEC_FETCH_MODE" => "navigate" "HTTP_SEC_FETCH_USER" => "?1" "HTTP_X_FORWARDED_PROTO" => "https" "HTTP_CF_IPCOUNTRY" => "US" "HTTP_ACCEPT_ENCODING" => "gzip, br" "HTTP_SEC_FETCH_DEST" => "document" "HTTP_SEC_CH_UA_PLATFORM" => ""Windows"" "HTTP_X_FORWARDED_FOR" => "18.220.249.208" "HTTP_CF_RAY" => "90c4c6d20aed2261-ORD" "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" => "40258" "REMOTE_ADDR" => "172.71.255.56" "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" => "/ar/%D8%A7%D9%84%D8%AF%D9%88%D8%B1%D8%A7%D8%AA/ethics,-laws-and-implementing-an-ai-solution-on-microsoft-azure" "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" => 1738610409.563 "REQUEST_TIME" => 1738610409 ]
        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 => "Mon, 03 Feb 2025 19:20:09 GMT" ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IjdHK0o4ZnJ4eExIRnlmaENmcVo0L0E9PSIsInZhbHVlIjoiaCtXbXptOVJsdnFZYkw0VUczZnFrMzF2YUVsVlUyWGQzTnRLQmVGa3pxOFJlUGpva2JnbzZHL1FOdkZBdlU1ZlZzZC9YVWFPZlhGYmtSRjVRczhvRlhHS1VkTld3bzVicHRtejg3SDQ0Y1dXWnZHUVdhdmtDS0l1K3BvNnFLb1QiLCJtYWMiOiIzYjQxOWE5OTQzNzYwYmY2YzAzYjIxMjI5MmVjYWJjYjMxN2Q2OGFjMTM4MDBkM2FiZDJiNmJmMmEwZTdkZDU4IiwidGFnIjoiIn0%3D; expires=Mon, 03 Feb 2025 21:20:09 GMT; Max-Age=7200; path=/; samesite=laxXSRF-TOKEN=eyJpdiI6IjdHK0o4ZnJ4eExIRnlmaENmcVo0L0E9PSIsInZhbHVlIjoiaCtXbXptOVJsdnFZYkw0VUczZnFrMzF2YUVsVlUyWGQzTnRLQmVGa3pxOFJlUGpva2JnbzZHL1FOdkZBdlU1ZlZzZC9YV" 1 => "laravel_session=eyJpdiI6IjcwaXVXZE1RelRXWW83SVdjS1BudXc9PSIsInZhbHVlIjoiTTQ4YjdFc3J0bnFFMmZyYlBpK1pNV0V5YTh4N3phWWJXTkJaTWdVQUhGVVhIRjFqTURObWhBR0FSYWVvckhqVFY4d05WUDBiWjljcThINzRIR0lGYVc5Y3c5bWxhNU5ISHNEMU9ZUXFkblJ2RFFCZExpTUZLZ0JXMDQyQ1poS28iLCJtYWMiOiI5ZGFjYzcyODM0MGNiNWEzZjcyZGFjODhjZGZhNzU2OGM5ZmEyNGNmZDc4Mzc1MDIwNmI4Yjg5Y2Q4ZTI5ZDU2IiwidGFnIjoiIn0%3D; expires=Mon, 03 Feb 2025 21:20:09 GMT; Max-Age=7200; path=/; httponly; samesite=laxlaravel_session=eyJpdiI6IjcwaXVXZE1RelRXWW83SVdjS1BudXc9PSIsInZhbHVlIjoiTTQ4YjdFc3J0bnFFMmZyYlBpK1pNV0V5YTh4N3phWWJXTkJaTWdVQUhGVVhIRjFqTURObWhBR0FSYWVvckhqVFY4" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IjdHK0o4ZnJ4eExIRnlmaENmcVo0L0E9PSIsInZhbHVlIjoiaCtXbXptOVJsdnFZYkw0VUczZnFrMzF2YUVsVlUyWGQzTnRLQmVGa3pxOFJlUGpva2JnbzZHL1FOdkZBdlU1ZlZzZC9YVWFPZlhGYmtSRjVRczhvRlhHS1VkTld3bzVicHRtejg3SDQ0Y1dXWnZHUVdhdmtDS0l1K3BvNnFLb1QiLCJtYWMiOiIzYjQxOWE5OTQzNzYwYmY2YzAzYjIxMjI5MmVjYWJjYjMxN2Q2OGFjMTM4MDBkM2FiZDJiNmJmMmEwZTdkZDU4IiwidGFnIjoiIn0%3D; expires=Mon, 03-Feb-2025 21:20:09 GMT; path=/XSRF-TOKEN=eyJpdiI6IjdHK0o4ZnJ4eExIRnlmaENmcVo0L0E9PSIsInZhbHVlIjoiaCtXbXptOVJsdnFZYkw0VUczZnFrMzF2YUVsVlUyWGQzTnRLQmVGa3pxOFJlUGpva2JnbzZHL1FOdkZBdlU1ZlZzZC9YV" 1 => "laravel_session=eyJpdiI6IjcwaXVXZE1RelRXWW83SVdjS1BudXc9PSIsInZhbHVlIjoiTTQ4YjdFc3J0bnFFMmZyYlBpK1pNV0V5YTh4N3phWWJXTkJaTWdVQUhGVVhIRjFqTURObWhBR0FSYWVvckhqVFY4d05WUDBiWjljcThINzRIR0lGYVc5Y3c5bWxhNU5ISHNEMU9ZUXFkblJ2RFFCZExpTUZLZ0JXMDQyQ1poS28iLCJtYWMiOiI5ZGFjYzcyODM0MGNiNWEzZjcyZGFjODhjZGZhNzU2OGM5ZmEyNGNmZDc4Mzc1MDIwNmI4Yjg5Y2Q4ZTI5ZDU2IiwidGFnIjoiIn0%3D; expires=Mon, 03-Feb-2025 21:20:09 GMT; path=/; httponlylaravel_session=eyJpdiI6IjcwaXVXZE1RelRXWW83SVdjS1BudXc9PSIsInZhbHVlIjoiTTQ4YjdFc3J0bnFFMmZyYlBpK1pNV0V5YTh4N3phWWJXTkJaTWdVQUhGVVhIRjFqTURObWhBR0FSYWVvckhqVFY4" ] ]
        session_attributes
        0 of 0
        array:5 [ "_token" => "2dVRpI3HgZXUYaoubWZ1mHewRcFJB9qsgAKaGcOj" "locale" => "ar" "_previous" => array:1 [ "url" => "https://www.corspedia.com/ar/%D8%A7%D9%84%D8%AF%D9%88%D8%B1%D8%A7%D8%AA/ethics,-laws-and-implementing-an-ai-solution-on-microsoft-azure" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]