Introducción a la Inteligencia Artificial

Brought by: edX

Overview

La Inteligencia Artificial (IA) está tomando mucha importancia en nuestra vida personal y laboral. Pero, ¿será posible construir una máquina o robot tan inteligente como el ser humano? Esta es una de las respuestas que la IA trata de ofrecer, intentando crear una máquina capaz de comportarse como un ser humano, lo cual implica la capacidad de percibir el entorno y realizar tareas en forma exitosa.

LA IA, nos permite comunicarnos con nuestros teléfonos celulares y computadoras, como si ellos fueran seres humanos. Hoy en día es posible pedirle a algún aparato electrónico escuchar nuestra música preferida, que encienda la cafetera o que apague las luces.

Aún más increíble, en el área de trabajo es posible pedir una predicción de la permanencia o renuncia de nuestros clientes o anañizar nuestras redes sociales para conocer el grado de satisfacción de los clientes con nuestra empresa y/o productos.

En este curso aprenderás los fundamentos teóricos de la IA con sus principales ramas como el Aprendizaje Automático, el Aprendizaje Profundo, Robótica, Procesamiento del Lenguaje y Sistemas Expertos.

Además, aplicarás los conceptos en la creación de modelos coo el de Procesamiento del Lenguaje Natural, Árboles de Clasificación y el Clasificador Bayesiano.

Adicionalmente, aprenderás a utilizar la plataforma de ciencia de datos llamada RapidMiner, para el diseño y prueba de los modelos.

Syllabus

Módulo 1.

Comprenderás los conceptos de Inteligencia Artificial, identificando su evolución y evaluando casos de éxito.

1. La Inteligencia Artificial

  1. Introducción
  2. Evolución
  3. Conceptos
  4. Aplicaciones
  5. Modelos
  6. Resumen

Módulo 2.

Comprenderás los conceptos de procesamiento de Lenguaje Natural, conocerás y aplicarás las técnicas y algoritmos para después poder aplicar una de estas técnicas de procesamiento.

2. Procesamiento de Lenguaje Natural.

  1. Introducción al procesamiento de Lenguaje Natural.
  2. Técnicas de procesamiento de Lenguaje Natural.
  3. Aplicaciones de las técnicas de procesamiento de Lenguaje Natural.
  4. Ejercicio práctico de aplicación.
  5. Resumen.

Módulo 3

Comprenderás los conceptos de Árboles de Clasificación/ Decisión, analizarás y aplicarás la técnica.

3. Árboles de Clasificación.

  1. Introducción a los Árboles de Clasificación.
  2. La técnica de Árboles de Clasificación.
  3. Aplicaciones de Árboles de Decisión.
  4. Ejercicio práctico de clasificación.
  5. Resumen.

Módulo 4.

Comprenderás los conceptos del Clasificador Bayesiano, analizarás y aplicarás dicha técnica.

4. Clasificador Bayesiano

  1. Introducción al clasificador bayesiano.
  2. La técnica del clasificador bayesiano.
  3. Aplicaciones del clasificador bayesiano.
  4. Ejercicio práctico de aplicación.
  5. Resumen.

Taught by

Román Alberto Zamarripa Franco

Introducción a la Inteligencia Artificial
Go to course

Introducción a la Inteligencia Artificial

Brought by: edX

  • edX
  • Free
  • Spanish
  • Certificate Available
  • Certain days
  • beginner
  • Spanish
8.1.2PHP Version289msRequest Duration2MBMemory UsageGET en/courses/{slug}Route
    • Booting (187ms)
    • Application (101ms)
    • 1 x Booting (64.75%)
      187.13ms
      1 x Application (35.02%)
      101.22ms
      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 executed5.56ms
      • select * from `courses` where `slug_en` = 'introducción-a-la-inteligencia-artificial' limit 1
        4.1ms/app/Http/Controllers/CourseController.php:20corspedia
        Metadata
        Bindings
        • 0. introducción-a-la-inteligencia-artificial
        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` = '2025-04-22 14:26:00' where `id` = 1864
        570μs/app/Http/Controllers/CourseController.php:21corspedia
        Metadata
        Bindings
        • 0. 2025-04-22 14:26:00
        • 1. 1864
        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)
        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 `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 (95) 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 (1) and `providers`.`deleted_at` is null
        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 * from `html_files` where `html_files`.`id` = 1855 limit 1
        190μs/app/Models/Course.php:84corspedia
        Metadata
        Bindings
        • 0. 1855
        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
        CApiYSrBEBTNRy4SRPkai9XFKOzyx018YCu00HgH
        locale
        en
        _previous
        array:1 [ "url" => "https://www.corspedia.com/en/courses/introducci%C3%B3n-a-la-inteligencia-artif...
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /en/courses/introducci%C3%B3n-a-la-inteligencia-artificial
        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 => "18.220.62.173" ] "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 => "9345cb311eb6a0f4-EWR" ] "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 => "18.220.62.173" ] "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" => "18.220.62.173" "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" => "9345cb311eb6a0f4-EWR" "HTTP_ACCEPT_ENCODING" => "gzip, br" "HTTP_PRIORITY" => "u=0, i" "HTTP_SEC_FETCH_USER" => "?1" "HTTP_SEC_FETCH_MODE" => "navigate" "HTTP_X_FORWARDED_FOR" => "18.220.62.173" "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" => "52106" "REMOTE_ADDR" => "104.23.190.33" "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/introducci%C3%B3n-a-la-inteligencia-artificial" "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" => 1745331960.6972 "REQUEST_TIME" => 1745331960 ]
        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, 22 Apr 2025 14:26:00 GMT" ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6InRnUTZyWkpCRjlHSUMyNFcrVVZ2Ymc9PSIsInZhbHVlIjoiblZjaTRQc3o3MUt5TDZIYmlLVTFOc1lwNEdnL3lEVmFNL1cxbFpkQ05nTk9sOGtEWS9ETkZ3Nlo4S2thN2pHOE4zYWRCYmc2OXJvQ3h3MmhwS2xOT2dzN1oxZEFCam1FYTh0enBjQjFrcXlwUWhTeXlQZC9FNm5tT0Y3QkRXYWgiLCJtYWMiOiI4NTk5YTRkYjIyZjQ0OWRmMjIyOTE0ODg1M2ExZWIzODA2OGQyMjk1NjQ3OWVhYTY5MTgxOWNhODdkMDA1ZjgzIiwidGFnIjoiIn0%3D; expires=Tue, 22 Apr 2025 16:26:00 GMT; Max-Age=7200; path=/; samesite=laxXSRF-TOKEN=eyJpdiI6InRnUTZyWkpCRjlHSUMyNFcrVVZ2Ymc9PSIsInZhbHVlIjoiblZjaTRQc3o3MUt5TDZIYmlLVTFOc1lwNEdnL3lEVmFNL1cxbFpkQ05nTk9sOGtEWS9ETkZ3Nlo4S2thN2pHOE4zYWRCY" 1 => "laravel_session=eyJpdiI6IlM4USs0OXJ5ZVJ6ei9xOEdaNHFxOHc9PSIsInZhbHVlIjoicmdEdjFuVFNPT042aytVeHZoK0hhVkxuWXBGMktwSWllSlBGZElKWGViYnFVMkhrSm5DbUF4TXFTUnlZOGcrdlpxSXJITUdSd3dXRFpDam5mNzExMHZUV3gvZERWdGpkSTlHUGtZRlJNTG41YVBCalk3elZnanhyN2FFdDRUV20iLCJtYWMiOiI0MGQxNTBlMTE2NjRhYTI0YjE3YmQ1ZjgwZTM4YTFkYjM5YmUzNTgyMjIxYjRjMGFlZDZlOWI2OWYzNWM1MjgwIiwidGFnIjoiIn0%3D; expires=Tue, 22 Apr 2025 16:26:00 GMT; Max-Age=7200; path=/; httponly; samesite=laxlaravel_session=eyJpdiI6IlM4USs0OXJ5ZVJ6ei9xOEdaNHFxOHc9PSIsInZhbHVlIjoicmdEdjFuVFNPT042aytVeHZoK0hhVkxuWXBGMktwSWllSlBGZElKWGViYnFVMkhrSm5DbUF4TXFTUnlZOGcrdlpx" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6InRnUTZyWkpCRjlHSUMyNFcrVVZ2Ymc9PSIsInZhbHVlIjoiblZjaTRQc3o3MUt5TDZIYmlLVTFOc1lwNEdnL3lEVmFNL1cxbFpkQ05nTk9sOGtEWS9ETkZ3Nlo4S2thN2pHOE4zYWRCYmc2OXJvQ3h3MmhwS2xOT2dzN1oxZEFCam1FYTh0enBjQjFrcXlwUWhTeXlQZC9FNm5tT0Y3QkRXYWgiLCJtYWMiOiI4NTk5YTRkYjIyZjQ0OWRmMjIyOTE0ODg1M2ExZWIzODA2OGQyMjk1NjQ3OWVhYTY5MTgxOWNhODdkMDA1ZjgzIiwidGFnIjoiIn0%3D; expires=Tue, 22-Apr-2025 16:26:00 GMT; path=/XSRF-TOKEN=eyJpdiI6InRnUTZyWkpCRjlHSUMyNFcrVVZ2Ymc9PSIsInZhbHVlIjoiblZjaTRQc3o3MUt5TDZIYmlLVTFOc1lwNEdnL3lEVmFNL1cxbFpkQ05nTk9sOGtEWS9ETkZ3Nlo4S2thN2pHOE4zYWRCY" 1 => "laravel_session=eyJpdiI6IlM4USs0OXJ5ZVJ6ei9xOEdaNHFxOHc9PSIsInZhbHVlIjoicmdEdjFuVFNPT042aytVeHZoK0hhVkxuWXBGMktwSWllSlBGZElKWGViYnFVMkhrSm5DbUF4TXFTUnlZOGcrdlpxSXJITUdSd3dXRFpDam5mNzExMHZUV3gvZERWdGpkSTlHUGtZRlJNTG41YVBCalk3elZnanhyN2FFdDRUV20iLCJtYWMiOiI0MGQxNTBlMTE2NjRhYTI0YjE3YmQ1ZjgwZTM4YTFkYjM5YmUzNTgyMjIxYjRjMGFlZDZlOWI2OWYzNWM1MjgwIiwidGFnIjoiIn0%3D; expires=Tue, 22-Apr-2025 16:26:00 GMT; path=/; httponlylaravel_session=eyJpdiI6IlM4USs0OXJ5ZVJ6ei9xOEdaNHFxOHc9PSIsInZhbHVlIjoicmdEdjFuVFNPT042aytVeHZoK0hhVkxuWXBGMktwSWllSlBGZElKWGViYnFVMkhrSm5DbUF4TXFTUnlZOGcrdlpx" ] ]
        session_attributes
        0 of 0
        array:5 [ "_token" => "CApiYSrBEBTNRy4SRPkai9XFKOzyx018YCu00HgH" "locale" => "en" "_previous" => array:1 [ "url" => "https://www.corspedia.com/en/courses/introducci%C3%B3n-a-la-inteligencia-artificial" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]