Basic Image Classification with TensorFlow

بواسطة: Coursera

Overview

In this 2-hour long project-based course, you will learn the basics of using Keras with TensorFlow as its backend and use it to solve a basic image classification problem. By the end of this project, you will have created, trained, and evaluated a Neural Network model that will be able to predict digits from hand-written images with a high degree of accuracy. You also will have learned the fundamentals of neural networks, TensorFlow, and Keras.

Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

Syllabus

  • TensorFlow Beginner: Basic Image Classification
    • Welcome to this project-based course on Basic Image Classification with Keras and TensorFlow. In this project, you will learn the basics of using Keras with TensorFlow as its backend and you will learn to use it to solve a basic image classification problem. By the end of this 2-hour long project, you will have created, trained, and evaluated a Neural Network model that, after the training, will be able to predict digits from hand-written images with a high degree of accuracy. You also will have learned the fundamentals of Neural Networks, TensorFlow and Keras.

Taught by

Amit Yadav

Basic Image Classification with TensorFlow
الذهاب الي الدورة

Basic Image Classification with TensorFlow

بواسطة: Coursera

  • Coursera
  • مدفوعة
  • الإنجليزية
  • متاح شهادة
  • متاح في أي وقت
  • beginner
  • English
8.1.2PHP Version1.1sRequest Duration2MBMemory UsageGET ar/الدورات/{slug}Route
    • Booting (711ms)
    • Application (389ms)
    • 1 x Booting (64.48%)
      710.95ms
      1 x Application (35.31%)
      389.30ms
      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 executed10.35ms
      • select * from `courses` where `slug_ar` = 'basic-image-classification-with-tensorflow' limit 1
        7.65ms/app/Http/Controllers/CourseController.php:20corspedia
        Metadata
        Bindings
        • 0. basic-image-classification-with-tensorflow
        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` = '2025-06-11 11:34:48' where `id` = 1828
        880μs/app/Http/Controllers/CourseController.php:21corspedia
        Metadata
        Bindings
        • 0. 2025-06-11 11:34:48
        • 1. 1828
        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 (43)
        810μs/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)
        240μs/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 (106) and `institutions`.`deleted_at` is null
        260μs/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
        230μs/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` = 1819 limit 1
        280μs/app/Models/Course.php:84corspedia
        Metadata
        Bindings
        • 0. 1819
        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
        zFJH97r7Au1XYqFcnJe9OTFqKVfHut33rEuuVJQR
        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/basic-...
        _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/basic-image-classification-with-tensorflow
        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 => "216.73.216.253" ] "cdn-loop" => array:1 [ 0 => "cloudflare; loops=1" ] "x-forwarded-proto" => array:1 [ 0 => "https" ] "x-forwarded-for" => array:1 [ 0 => "216.73.216.253" ] "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 => ""Chromium";v="130", "HeadlessChrome";v="130", "Not?A_Brand";v="99"" ] "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 => "94e0cd22aa8f10e1-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" ] "cf-visitor" => array:1 [ 0 => "{"scheme":"https"}" ] "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" => "216.73.216.253" "HTTP_CDN_LOOP" => "cloudflare; loops=1" "HTTP_X_FORWARDED_PROTO" => "https" "HTTP_X_FORWARDED_FOR" => "216.73.216.253" "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" => ""Chromium";v="130", "HeadlessChrome";v="130", "Not?A_Brand";v="99"" "HTTP_CACHE_CONTROL" => "no-cache" "HTTP_PRAGMA" => "no-cache" "HTTP_SEC_FETCH_DEST" => "document" "HTTP_CF_RAY" => "94e0cd22aa8f10e1-ORD" "HTTP_ACCEPT_ENCODING" => "gzip, br" "HTTP_PRIORITY" => "u=0, i" "HTTP_SEC_FETCH_USER" => "?1" "HTTP_SEC_FETCH_MODE" => "navigate" "HTTP_CF_VISITOR" => "{"scheme":"https"}" "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" => "48858" "REMOTE_ADDR" => "172.69.58.210" "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/basic-image-classification-with-tensorflow" "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" => 1749641687.7208 "REQUEST_TIME" => 1749641687 ]
        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 => "Wed, 11 Jun 2025 11:34:48 GMT" ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IklndnJLREsrT1RkdXA0ekgwRHdzZkE9PSIsInZhbHVlIjoiY0JpcXZmT3VWWGRsd0pxSG8ySTZPb1huNVBqS2ZCRm0xNzJlL2V5dzhpK2NjdGZ4dGU0QnB0TlJaem5zN21UWTUybE54VmFNTnkvTHpzbTRwbkQ4OFNlRXNRTTJUUUJCNjVSTEZmMFQ4UEtLTkdLVWtHL2RDUDMwSk1Td3BneUkiLCJtYWMiOiI2YmU0YmE4MTMyMmYxZDhlNmU0NjEyYjRhMjg5ZmYzOWJkNDYzYzIyMjAwZTcyYTI3ZWIyNDhmNjFmNGQ3ZGVjIiwidGFnIjoiIn0%3D; expires=Wed, 11 Jun 2025 13:34:48 GMT; Max-Age=7200; path=/; samesite=laxXSRF-TOKEN=eyJpdiI6IklndnJLREsrT1RkdXA0ekgwRHdzZkE9PSIsInZhbHVlIjoiY0JpcXZmT3VWWGRsd0pxSG8ySTZPb1huNVBqS2ZCRm0xNzJlL2V5dzhpK2NjdGZ4dGU0QnB0TlJaem5zN21UWTUybE54V" 1 => "laravel_session=eyJpdiI6IlVsNkFvT0V2Qld6WkNGeVBDUTIwTUE9PSIsInZhbHVlIjoibmhTeDlyWjlKcWlZYWRmeFBWTHJrQ2o5RWdrcEgrbDZCWVlpMFAvaTVRS3dxWmpXTllsZDJxSDUyUVltd0hjb3ViWU9hUDNTWDB2ZjdveVRDNzlNQmFLMFJxUXdTeG1vOHpBQmhWWjhBbW1QcTNsekRvSXRva0VCL2J6OWVUeUEiLCJtYWMiOiIzNDM3NDcyMThiMDg3Mzg2Zjc5OWQ4YWRiNTRlNzdhYjAxNGVlNzQ1YjVmZjdjZWM5ODExZWUzMWE4MjI5MTkxIiwidGFnIjoiIn0%3D; expires=Wed, 11 Jun 2025 13:34:48 GMT; Max-Age=7200; path=/; httponly; samesite=laxlaravel_session=eyJpdiI6IlVsNkFvT0V2Qld6WkNGeVBDUTIwTUE9PSIsInZhbHVlIjoibmhTeDlyWjlKcWlZYWRmeFBWTHJrQ2o5RWdrcEgrbDZCWVlpMFAvaTVRS3dxWmpXTllsZDJxSDUyUVltd0hjb3Vi" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IklndnJLREsrT1RkdXA0ekgwRHdzZkE9PSIsInZhbHVlIjoiY0JpcXZmT3VWWGRsd0pxSG8ySTZPb1huNVBqS2ZCRm0xNzJlL2V5dzhpK2NjdGZ4dGU0QnB0TlJaem5zN21UWTUybE54VmFNTnkvTHpzbTRwbkQ4OFNlRXNRTTJUUUJCNjVSTEZmMFQ4UEtLTkdLVWtHL2RDUDMwSk1Td3BneUkiLCJtYWMiOiI2YmU0YmE4MTMyMmYxZDhlNmU0NjEyYjRhMjg5ZmYzOWJkNDYzYzIyMjAwZTcyYTI3ZWIyNDhmNjFmNGQ3ZGVjIiwidGFnIjoiIn0%3D; expires=Wed, 11-Jun-2025 13:34:48 GMT; path=/XSRF-TOKEN=eyJpdiI6IklndnJLREsrT1RkdXA0ekgwRHdzZkE9PSIsInZhbHVlIjoiY0JpcXZmT3VWWGRsd0pxSG8ySTZPb1huNVBqS2ZCRm0xNzJlL2V5dzhpK2NjdGZ4dGU0QnB0TlJaem5zN21UWTUybE54V" 1 => "laravel_session=eyJpdiI6IlVsNkFvT0V2Qld6WkNGeVBDUTIwTUE9PSIsInZhbHVlIjoibmhTeDlyWjlKcWlZYWRmeFBWTHJrQ2o5RWdrcEgrbDZCWVlpMFAvaTVRS3dxWmpXTllsZDJxSDUyUVltd0hjb3ViWU9hUDNTWDB2ZjdveVRDNzlNQmFLMFJxUXdTeG1vOHpBQmhWWjhBbW1QcTNsekRvSXRva0VCL2J6OWVUeUEiLCJtYWMiOiIzNDM3NDcyMThiMDg3Mzg2Zjc5OWQ4YWRiNTRlNzdhYjAxNGVlNzQ1YjVmZjdjZWM5ODExZWUzMWE4MjI5MTkxIiwidGFnIjoiIn0%3D; expires=Wed, 11-Jun-2025 13:34:48 GMT; path=/; httponlylaravel_session=eyJpdiI6IlVsNkFvT0V2Qld6WkNGeVBDUTIwTUE9PSIsInZhbHVlIjoibmhTeDlyWjlKcWlZYWRmeFBWTHJrQ2o5RWdrcEgrbDZCWVlpMFAvaTVRS3dxWmpXTllsZDJxSDUyUVltd0hjb3Vi" ] ]
        session_attributes
        0 of 0
        array:5 [ "_token" => "zFJH97r7Au1XYqFcnJe9OTFqKVfHut33rEuuVJQR" "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/basic-image-classification-with-tensorflow" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]