Introduction to Advance Features in Rasa Chatbot Framework 2

Brought by: Coursera

Overview

In this 1-hour long project-based course, you will learn how to add advanced features to your Rasa Chatbot. We will look at what's Rasa X, a tool for developing your chatbot. We will look at how we can use Rasa X to interactively train your chatbot and share it with others. We will then look at how to create Forms to collect information for a certain task from the users.

We will look at how to validate inputs received by the Form and look at dynamic and conditional slot mapping. We will then move on to look at what are retrieval intents and how they can be used to handle small talk. Finally we will cover how to add Fallback Actions to handle failures in case the is not confident about the users message.

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

  • Project Overview
    • Welcome! In this project, we will look at some of the advanced features of Rasa Framework. We will look at what’s Rasa X and how it can be used to interactively train your chatbot and share it with others. We will then move to Forms and how to validate the input received by the Forms. We will then look at retrieval intents and how to handle small talk using them. Finally we will look at how to add fallback actions.

Taught by

Mohammed Murtuza Qureshi

Introduction to Advance Features in Rasa Chatbot Framework 2
Go to course

Introduction to Advance Features in Rasa Chatbot Framework 2

Brought by: Coursera

  • Coursera
  • Paid
  • English
  • Certificate Available
  • Available at any time
  • intermediate
  • English
8.1.2PHP Version257msRequest Duration2MBMemory UsageGET en/courses/{slug}Route
    • Booting (157ms)
    • Application (99.84ms)
    • 1 x Booting (60.94%)
      156.77ms
      1 x Application (38.81%)
      99.84ms
      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 executed5.95ms
      • select * from `courses` where `slug_en` = 'introduction-to-advance-features-in-rasa-chatbot-framework-2' limit 1
        4.38ms/app/Http/Controllers/CourseController.php:20corspedia
        Metadata
        Bindings
        • 0. introduction-to-advance-features-in-rasa-chatbot-framework-2
        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` = '2025-04-08 22:14:51' where `id` = 2022
        530μs/app/Http/Controllers/CourseController.php:21corspedia
        Metadata
        Bindings
        • 0. 2025-04-08 22:14:51
        • 1. 2022
        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 (95)
        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 `id`, `name_en`, `name_ar`, `slug_en`, `slug_ar` from `topics` where `topics`.`id` in (1)
        220μs/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
        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
        200μs/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` = 2013 limit 1
        260μs/app/Models/Course.php:84corspedia
        Metadata
        Bindings
        • 0. 2013
        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
        dBtKVrj41IgdkfMlCVK8hbnIGsqV10ThEKw3Y9px
        locale
        en
        _previous
        array:1 [ "url" => "https://www.corspedia.com/en/courses/introduction-to-advance-features-in-rasa-...
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /en/courses/introduction-to-advance-features-in-rasa-chatbot-framework-2
        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 => "3.21.41.164" ] "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 => "92d51ebbce6be81c-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 => "3.21.41.164" ] "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" => "3.21.41.164" "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" => "92d51ebbce6be81c-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" => "3.21.41.164" "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" => "22780" "REMOTE_ADDR" => "172.71.255.136" "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/introduction-to-advance-features-in-rasa-chatbot-framework-2" "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" => 1744150491.7271 "REQUEST_TIME" => 1744150491 ]
        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 => "Tue, 08 Apr 2025 22:14:51 GMT" ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6InU3QU5CSWpFODh3eGJKTmY5Tm5BMkE9PSIsInZhbHVlIjoiT0o1RVJOMGJuMkN2RlRXSWNuTTUrMjVpQzJWWW1saU00eW5SVlY0MUNpcnc0Nm54NGFhbFhIZ3FKQ3dDdzBqMWpKaFJJMTdCSVNrVElubGZ2d0E0WmlwVEdKYm1KNkJZeEhOMHRZdmVXemxtdjQwYXFoZkFxNlR1dERicG4zRmQiLCJtYWMiOiJkYzIyMjhkYmM1NjVhMjEwM2RjZTgyYjdhOGE0ZTljMzhhZDYzOGI1ZTBiMGRhZmIzNzVkZTQ5YmEwNDUyMTRmIiwidGFnIjoiIn0%3D; expires=Wed, 09 Apr 2025 00:14:51 GMT; Max-Age=7200; path=/; samesite=laxXSRF-TOKEN=eyJpdiI6InU3QU5CSWpFODh3eGJKTmY5Tm5BMkE9PSIsInZhbHVlIjoiT0o1RVJOMGJuMkN2RlRXSWNuTTUrMjVpQzJWWW1saU00eW5SVlY0MUNpcnc0Nm54NGFhbFhIZ3FKQ3dDdzBqMWpKaFJJM" 1 => "laravel_session=eyJpdiI6IkgxUkpwS0FTd1RnZUNVRU41Y28xYnc9PSIsInZhbHVlIjoiSkdIcCtjZ2svZHBGbk1XejNHZGhqelllamxNeE1rUFY1UkxVbGRiWi8yak8zNE1TSm0xWGxsYUp6MGw5NWpZNFNBOU5zOTZTKzMvOC9mTlYzZCs0WHNlNStkbDhVS2V2Ri9Bekdlb3hVckdwVVJZK3BwSUNuSmZPV0ZMOENjNW4iLCJtYWMiOiJkNDU1NzYyYzU0NTg1MGUwMDZmMjk0MmY1Zjc5MTQ2N2UwMWIxNTM5NTQwYmQ1YzJhZjA4Yjc1ZDRhOTBiMmZhIiwidGFnIjoiIn0%3D; expires=Wed, 09 Apr 2025 00:14:51 GMT; Max-Age=7200; path=/; httponly; samesite=laxlaravel_session=eyJpdiI6IkgxUkpwS0FTd1RnZUNVRU41Y28xYnc9PSIsInZhbHVlIjoiSkdIcCtjZ2svZHBGbk1XejNHZGhqelllamxNeE1rUFY1UkxVbGRiWi8yak8zNE1TSm0xWGxsYUp6MGw5NWpZNFNB" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6InU3QU5CSWpFODh3eGJKTmY5Tm5BMkE9PSIsInZhbHVlIjoiT0o1RVJOMGJuMkN2RlRXSWNuTTUrMjVpQzJWWW1saU00eW5SVlY0MUNpcnc0Nm54NGFhbFhIZ3FKQ3dDdzBqMWpKaFJJMTdCSVNrVElubGZ2d0E0WmlwVEdKYm1KNkJZeEhOMHRZdmVXemxtdjQwYXFoZkFxNlR1dERicG4zRmQiLCJtYWMiOiJkYzIyMjhkYmM1NjVhMjEwM2RjZTgyYjdhOGE0ZTljMzhhZDYzOGI1ZTBiMGRhZmIzNzVkZTQ5YmEwNDUyMTRmIiwidGFnIjoiIn0%3D; expires=Wed, 09-Apr-2025 00:14:51 GMT; path=/XSRF-TOKEN=eyJpdiI6InU3QU5CSWpFODh3eGJKTmY5Tm5BMkE9PSIsInZhbHVlIjoiT0o1RVJOMGJuMkN2RlRXSWNuTTUrMjVpQzJWWW1saU00eW5SVlY0MUNpcnc0Nm54NGFhbFhIZ3FKQ3dDdzBqMWpKaFJJM" 1 => "laravel_session=eyJpdiI6IkgxUkpwS0FTd1RnZUNVRU41Y28xYnc9PSIsInZhbHVlIjoiSkdIcCtjZ2svZHBGbk1XejNHZGhqelllamxNeE1rUFY1UkxVbGRiWi8yak8zNE1TSm0xWGxsYUp6MGw5NWpZNFNBOU5zOTZTKzMvOC9mTlYzZCs0WHNlNStkbDhVS2V2Ri9Bekdlb3hVckdwVVJZK3BwSUNuSmZPV0ZMOENjNW4iLCJtYWMiOiJkNDU1NzYyYzU0NTg1MGUwMDZmMjk0MmY1Zjc5MTQ2N2UwMWIxNTM5NTQwYmQ1YzJhZjA4Yjc1ZDRhOTBiMmZhIiwidGFnIjoiIn0%3D; expires=Wed, 09-Apr-2025 00:14:51 GMT; path=/; httponlylaravel_session=eyJpdiI6IkgxUkpwS0FTd1RnZUNVRU41Y28xYnc9PSIsInZhbHVlIjoiSkdIcCtjZ2svZHBGbk1XejNHZGhqelllamxNeE1rUFY1UkxVbGRiWi8yak8zNE1TSm0xWGxsYUp6MGw5NWpZNFNB" ] ]
        session_attributes
        0 of 0
        array:5 [ "_token" => "dBtKVrj41IgdkfMlCVK8hbnIGsqV10ThEKw3Y9px" "locale" => "en" "_previous" => array:1 [ "url" => "https://www.corspedia.com/en/courses/introduction-to-advance-features-in-rasa-chatbot-framework-2" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]