Artificial Intelligence Privacy and Convenience

Brought by: Coursera

Overview

In this course, we will explore fundamental concepts involved in security and privacy of machine learning projects. Diving into the ethics behind these decisions, we will explore how to protect users from privacy violations while creating useful predictive models. We will also ask big questions about how businesses implement algorithms and how that affects user privacy and transparency now and in the future.

Syllabus

  • Privacy and convenience vs big data
    • In Module 1, we are going to discuss what true anonymity and privacy mean in machine learning
  • Protecting Privacy: Theories and Methods
    • In Module 2, we are going to take a deeper look at dataset security. We will also look into methods to add privacy to existing and new datasets to protect those individuals in them
  • Building Transparent Models
    • In Module 3, we will discuss putting ethical, private models into practice. We will explore the explainable AI movement as well as tradeoffs for the teams putting together these algorithms

Taught by

Sabrina Moore and Brent Summers

Artificial Intelligence Privacy and Convenience
Go to course

Artificial Intelligence Privacy and Convenience

Brought by: Coursera

  • Coursera
  • Free
  • English
  • Certificate Available
  • Available at any time
  • intermediate
  • French, Portuguese, Russian, English, Spanish, Arabic, German, Thai, Indonesian, Kazakh, Hindi, Swedish, Korean, Greek, Italian, Chinese, Ukrainian, Japanese, Polish, Dutch, Turkish
8.1.2PHP Version305msRequest Duration2MBMemory UsageGET en/courses/{slug}Route
    • Booting (194ms)
    • Application (110ms)
    • 1 x Booting (63.71%)
      194.26ms
      1 x Application (36.04%)
      109.89ms
      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 executed4.27ms
      • select * from `courses` where `slug_en` = 'artificial-intelligence-privacy-and-convenience' limit 1
        2.8ms/app/Http/Controllers/CourseController.php:20corspedia
        Metadata
        Bindings
        • 0. artificial-intelligence-privacy-and-convenience
        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` = '2025-02-14 03:03:27' where `id` = 466
        250μs/app/Http/Controllers/CourseController.php:21corspedia
        Metadata
        Bindings
        • 0. 2025-02-14 03:03:27
        • 1. 466
        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)
        160μs/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)
        150μs/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 (43) and `institutions`.`deleted_at` is null
        170μs/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
        150μs/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` = 460 limit 1
        590μs/app/Models/Course.php:84corspedia
        Metadata
        Bindings
        • 0. 460
        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
        ZjmpOAmWUmgEzRp1yL5XygVLtI1vSbp8gRvyqBTg
        locale
        en
        _previous
        array:1 [ "url" => "https://www.corspedia.com/en/courses/artificial-intelligence-privacy-and-conve...
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /en/courses/artificial-intelligence-privacy-and-convenience
        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 => "18.188.87.95" ] "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 => "18.188.87.95" ] "cf-ray" => array:1 [ 0 => "9119d3389ef286da-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" => "18.188.87.95" "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" => "18.188.87.95" "HTTP_CF_RAY" => "9119d3389ef286da-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" => "53906" "REMOTE_ADDR" => "172.70.131.184" "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/artificial-intelligence-privacy-and-convenience" "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" => 1739502207.063 "REQUEST_TIME" => 1739502207 ]
        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 => "Fri, 14 Feb 2025 03:03:27 GMT" ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6ImE0cjlPT0syNThKblRRUkFHQi9zQUE9PSIsInZhbHVlIjoiQUk5RGxmcTlBU3dvM1lZeFdWcVZFWUZLb1QyMUlsUW1leXM5elZMcUlFN0daYnJJdlV0UGJEaXlvRC9qRDhXUkYvckthZ2NjU1lLaHd0ZGpaNmNKRHdUNUgrQ29nVUFaRzdCVnJFZEp5T1F1d0RFUWxXbEUydmRCbXZWWW03dTciLCJtYWMiOiI1ZmYxODY1M2NlODA1YzQ5NWVlOGZmMWQ3NWQ1Zjc5YzY5Y2IxMjNiNWMxYjRjMmJhMmU0ZDQyNWQ4NTczOGYxIiwidGFnIjoiIn0%3D; expires=Fri, 14 Feb 2025 05:03:27 GMT; Max-Age=7200; path=/; samesite=laxXSRF-TOKEN=eyJpdiI6ImE0cjlPT0syNThKblRRUkFHQi9zQUE9PSIsInZhbHVlIjoiQUk5RGxmcTlBU3dvM1lZeFdWcVZFWUZLb1QyMUlsUW1leXM5elZMcUlFN0daYnJJdlV0UGJEaXlvRC9qRDhXUkYvckthZ" 1 => "laravel_session=eyJpdiI6IjBkU1hWcjZPZEJObXBQM1IwYVJtNGc9PSIsInZhbHVlIjoibGp6ZmdXeks5Y3dST3FMOWc3UlpTOERETTZGdlM2Wm1adk40OGg4bmRlZDBhdjBscUx6eG9tREY4dXhiRDRzbUtjeGdxUE5FUytVK1dsY2s1dnQ2KzlTL3JLdzVMOEZrY0FWVGEvUUxKQUdKdnpUN0ZzSnVyVFpMdkhnOVFhNnoiLCJtYWMiOiI5OTU3YzZmMTcyM2UwMzc0NTJhZTRiNzllZWM2NDZkMDBhNGUxNDdkNGE0NWVkZjc4MjJlODM3YTFkZWZkMzFkIiwidGFnIjoiIn0%3D; expires=Fri, 14 Feb 2025 05:03:27 GMT; Max-Age=7200; path=/; httponly; samesite=laxlaravel_session=eyJpdiI6IjBkU1hWcjZPZEJObXBQM1IwYVJtNGc9PSIsInZhbHVlIjoibGp6ZmdXeks5Y3dST3FMOWc3UlpTOERETTZGdlM2Wm1adk40OGg4bmRlZDBhdjBscUx6eG9tREY4dXhiRDRzbUtj" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6ImE0cjlPT0syNThKblRRUkFHQi9zQUE9PSIsInZhbHVlIjoiQUk5RGxmcTlBU3dvM1lZeFdWcVZFWUZLb1QyMUlsUW1leXM5elZMcUlFN0daYnJJdlV0UGJEaXlvRC9qRDhXUkYvckthZ2NjU1lLaHd0ZGpaNmNKRHdUNUgrQ29nVUFaRzdCVnJFZEp5T1F1d0RFUWxXbEUydmRCbXZWWW03dTciLCJtYWMiOiI1ZmYxODY1M2NlODA1YzQ5NWVlOGZmMWQ3NWQ1Zjc5YzY5Y2IxMjNiNWMxYjRjMmJhMmU0ZDQyNWQ4NTczOGYxIiwidGFnIjoiIn0%3D; expires=Fri, 14-Feb-2025 05:03:27 GMT; path=/XSRF-TOKEN=eyJpdiI6ImE0cjlPT0syNThKblRRUkFHQi9zQUE9PSIsInZhbHVlIjoiQUk5RGxmcTlBU3dvM1lZeFdWcVZFWUZLb1QyMUlsUW1leXM5elZMcUlFN0daYnJJdlV0UGJEaXlvRC9qRDhXUkYvckthZ" 1 => "laravel_session=eyJpdiI6IjBkU1hWcjZPZEJObXBQM1IwYVJtNGc9PSIsInZhbHVlIjoibGp6ZmdXeks5Y3dST3FMOWc3UlpTOERETTZGdlM2Wm1adk40OGg4bmRlZDBhdjBscUx6eG9tREY4dXhiRDRzbUtjeGdxUE5FUytVK1dsY2s1dnQ2KzlTL3JLdzVMOEZrY0FWVGEvUUxKQUdKdnpUN0ZzSnVyVFpMdkhnOVFhNnoiLCJtYWMiOiI5OTU3YzZmMTcyM2UwMzc0NTJhZTRiNzllZWM2NDZkMDBhNGUxNDdkNGE0NWVkZjc4MjJlODM3YTFkZWZkMzFkIiwidGFnIjoiIn0%3D; expires=Fri, 14-Feb-2025 05:03:27 GMT; path=/; httponlylaravel_session=eyJpdiI6IjBkU1hWcjZPZEJObXBQM1IwYVJtNGc9PSIsInZhbHVlIjoibGp6ZmdXeks5Y3dST3FMOWc3UlpTOERETTZGdlM2Wm1adk40OGg4bmRlZDBhdjBscUx6eG9tREY4dXhiRDRzbUtj" ] ]
        session_attributes
        0 of 0
        array:5 [ "_token" => "ZjmpOAmWUmgEzRp1yL5XygVLtI1vSbp8gRvyqBTg" "locale" => "en" "_previous" => array:1 [ "url" => "https://www.corspedia.com/en/courses/artificial-intelligence-privacy-and-convenience" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]