Open Source Platforms for MLOps

Brought by: Coursera

Overview

This course covers two of the most popular open source platforms for MLOps (Machine Learning Operations): MLflow and Hugging Face. We’ll go through the foundations on what it takes to get started in these platforms with basic model and dataset operations. You will start with MLflow using projects and models with its powerful tracking system and you will learn how to interact with these registered models from MLflow with full lifecycle examples. Then, you will explore Hugging Face repositories so that you can store datasets, models, and create live interactive demos.

By the end of the course, you will be able to apply MLOps concepts like fine-tuning and deploying containerized models to the Cloud. This course is ideal for anyone looking to break into the field of MLOps or for experienced MLOps professionals who want to improve their programming skills.

Taught by

Noah Gift and Alfredo Deza

Computer Science / MLOps

Go to course

Open Source Platforms for MLOps

Brought by: Coursera

Coursera
Free
English
Certificate Available
Certain days
All
English

Messages Timeline Exceptions Views14 Route Queries7 Models6 Gate Session Request

8.1.2325ms2MBGET en/courses/{slug}

Booting (209ms)
Application (115ms)
1 x Booting (64.29%)
208.71ms
1 x Application (35.48%)
115.19ms

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

Params
0	`course`
1	`links`
2	`config`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`
6	`classes`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`
6	`classes`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`
6	`route`
7	`title`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`
6	`route`
7	`title`

Params
0	`__env`
1	`app`
2	`errors`
3	`course`
4	`links`
5	`config`
6	`route`
7	`title`

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 executed9.29ms

select * from `courses` where `slug_en` = 'open-source-platforms-for-mlops' limit 1

7.17ms/app/Http/Controllers/CourseController.php:20corspedia

Metadata
Bindings	0. open-source-platforms-for-mlops
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` = '2025-05-03 13:18:03' where `id` = 2396

1.02ms/app/Http/Controllers/CourseController.php:21corspedia

Metadata
Bindings	0. 2025-05-03 13:18:03 1. 2396
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 (22)

270μs/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)

210μs/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 (24) and `institutions`.`deleted_at` is null

210μs/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

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 `html_files` where `html_files`.`id` = 2387 limit 1

240μs/app/Models/Course.php:84corspedia

Metadata
Bindings	0. 2387
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: 4hnQoaV1maoYQMVchTEkjXk2t0ZXI6iieETAdCDy
locale: en
_previous: array:1 [ "url" => "https://www.corspedia.com/en/courses/open-source-platforms-for-mlops" ]
_flash: array:2 [ "old" => [] "new" => [] ]
PHPDEBUGBAR_STACK_DATA: []

path_info

/en/courses/open-source-platforms-for-mlops

status_code

status_text

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 => "3.142.99.115"
  ]
  "cdn-loop" => array:1 [▶
    0 => "cloudflare; loops=1"
  ]
  "x-forwarded-proto" => array:1 [▶
    0 => "https"
  ]
  "x-forwarded-for" => array:1 [▶
    0 => "3.142.99.115"
  ]
  "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 => "93a00ac2bd1b86e7-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" => "3.142.99.115"
  "HTTP_CDN_LOOP" => "cloudflare; loops=1"
  "HTTP_X_FORWARDED_PROTO" => "https"
  "HTTP_X_FORWARDED_FOR" => "3.142.99.115"
  "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" => "93a00ac2bd1b86e7-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" => "22262"
  "REMOTE_ADDR" => "172.70.131.201"
  "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/open-source-platforms-for-mlops"
  "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" => 1746278282.9399
  "REQUEST_TIME" => 1746278282
]

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 => "Sat, 03 May 2025 13:18:03 GMT"
  ]
  "set-cookie" => array:2 [▶
    0 => "XSRF-TOKEN=eyJpdiI6InRESmN4WENYbTFJcTJHNytQQWlnSUE9PSIsInZhbHVlIjoiajB0YUtyenlETUV0ZjRVdGdTUkNneFV3TXFPYjNQcmdMcGhxTGNtMlNnZWFUY2g2dVJwbXF6ckRkMVVKNGs3QmlWbnlRRURHNFJxbjJJNUVZWUFJN00wbWVhRTk1eUxZVHVpbWVGRVpNc1Z1V3JCVUxBOXBMMDg4MmszMGJ2QWQiLCJtYWMiOiJjMmE0YmNiNDhlY2Y1ZTVmOWUxNDRlNzJjMTk3NTUzNjkwMzNkOTk4YWMwOGVhNzgzMmUwMTM3MGM3NGY1YjBmIiwidGFnIjoiIn0%3D; expires=Sat, 03 May 2025 15:18:03 GMT; Max-Age=7200; path=/; samesite=lax ◀XSRF-TOKEN=eyJpdiI6InRESmN4WENYbTFJcTJHNytQQWlnSUE9PSIsInZhbHVlIjoiajB0YUtyenlETUV0ZjRVdGdTUkNneFV3TXFPYjNQcmdMcGhxTGNtMlNnZWFUY2g2dVJwbXF6ckRkMVVKNGs3QmlWbnlRR ▶"
    1 => "laravel_session=eyJpdiI6IjNpNUhZTGFuemFGbzRHUUliWkoxNEE9PSIsInZhbHVlIjoiSHplV2tBcFlaYStSM2lPZGhhRVJVZWlRYzNHZWZiOTJtNGwrZ0xNZEFZS1o4U0tZTFN6RjNzZmtjQ1hoQmkvSHUvdzI4TWpTN0JvcTNlaWh5WWgyYThXUWNKUk05RGZPMHQxcklaWjFVOXhXbzgwSkVSKy9EOHFkZFdDRVlZYU8iLCJtYWMiOiJjMzMzZDMwNmIxYmNjNzBmNTRlOTg3YTM4MzVkNjMzYTFkNDc0N2NhNWY2YWZhNTQ0MDhiZTY3NjE4Mjg3Y2I5IiwidGFnIjoiIn0%3D; expires=Sat, 03 May 2025 15:18:03 GMT; Max-Age=7200; path=/; httponly; samesite=lax ◀laravel_session=eyJpdiI6IjNpNUhZTGFuemFGbzRHUUliWkoxNEE9PSIsInZhbHVlIjoiSHplV2tBcFlaYStSM2lPZGhhRVJVZWlRYzNHZWZiOTJtNGwrZ0xNZEFZS1o4U0tZTFN6RjNzZmtjQ1hoQmkvSHUv ▶"
  ]
  "Set-Cookie" => array:2 [▶
    0 => "XSRF-TOKEN=eyJpdiI6InRESmN4WENYbTFJcTJHNytQQWlnSUE9PSIsInZhbHVlIjoiajB0YUtyenlETUV0ZjRVdGdTUkNneFV3TXFPYjNQcmdMcGhxTGNtMlNnZWFUY2g2dVJwbXF6ckRkMVVKNGs3QmlWbnlRRURHNFJxbjJJNUVZWUFJN00wbWVhRTk1eUxZVHVpbWVGRVpNc1Z1V3JCVUxBOXBMMDg4MmszMGJ2QWQiLCJtYWMiOiJjMmE0YmNiNDhlY2Y1ZTVmOWUxNDRlNzJjMTk3NTUzNjkwMzNkOTk4YWMwOGVhNzgzMmUwMTM3MGM3NGY1YjBmIiwidGFnIjoiIn0%3D; expires=Sat, 03-May-2025 15:18:03 GMT; path=/ ◀XSRF-TOKEN=eyJpdiI6InRESmN4WENYbTFJcTJHNytQQWlnSUE9PSIsInZhbHVlIjoiajB0YUtyenlETUV0ZjRVdGdTUkNneFV3TXFPYjNQcmdMcGhxTGNtMlNnZWFUY2g2dVJwbXF6ckRkMVVKNGs3QmlWbnlRR ▶"
    1 => "laravel_session=eyJpdiI6IjNpNUhZTGFuemFGbzRHUUliWkoxNEE9PSIsInZhbHVlIjoiSHplV2tBcFlaYStSM2lPZGhhRVJVZWlRYzNHZWZiOTJtNGwrZ0xNZEFZS1o4U0tZTFN6RjNzZmtjQ1hoQmkvSHUvdzI4TWpTN0JvcTNlaWh5WWgyYThXUWNKUk05RGZPMHQxcklaWjFVOXhXbzgwSkVSKy9EOHFkZFdDRVlZYU8iLCJtYWMiOiJjMzMzZDMwNmIxYmNjNzBmNTRlOTg3YTM4MzVkNjMzYTFkNDc0N2NhNWY2YWZhNTQ0MDhiZTY3NjE4Mjg3Y2I5IiwidGFnIjoiIn0%3D; expires=Sat, 03-May-2025 15:18:03 GMT; path=/; httponly ◀laravel_session=eyJpdiI6IjNpNUhZTGFuemFGbzRHUUliWkoxNEE9PSIsInZhbHVlIjoiSHplV2tBcFlaYStSM2lPZGhhRVJVZWlRYzNHZWZiOTJtNGwrZ0xNZEFZS1o4U0tZTFN6RjNzZmtjQ1hoQmkvSHUv ▶"
  ]
]

session_attributes

  0 of 0   
array:5 [▼
  "_token" => "4hnQoaV1maoYQMVchTEkjXk2t0ZXI6iieETAdCDy"
  "locale" => "en"
  "_previous" => array:1 [▶
    "url" => "https://www.corspedia.com/en/courses/open-source-platforms-for-mlops"
  ]
  "_flash" => array:2 [▶
    "old" => []
    "new" => []
  ]
  "PHPDEBUGBAR_STACK_DATA" => []
]

1 x Booting (64.29%)	208.71ms
1 x Application (35.48%)	115.19ms