Neural Networks for Machine Learning

بواسطة: Coursera

Overview

Learn about artificial neural networks and how they're being used for machine learning, as applied to speech and object recognition, image segmentation, modeling language and human motion, etc. We'll emphasize both the basic algorithms and the practical tricks needed to get them to work well.

This course contains the same content presented on Coursera beginning in 2013. It is not a continuation or update of the original course. It has been adapted for the new platform.

Please be advised that the course is suited for an intermediate level learner - comfortable with calculus and with experience programming (Python).

NOTE: This course will be ending soon and the last day for enrollment will be October 10, 2018.

Taught by

Geoffrey Hinton

Computer Science / Deep Learning

الذهاب الي الدورة

Neural Networks for Machine Learning

بواسطة: Coursera

Coursera
مجانية
الإنجليزية
متاح شهادة
أيام محددة
الجميع
N/A

Messages Timeline Exceptions Views14 Route Queries7 Models6 Gate Session Request

8.1.2203ms2MBGET ar/الدورات/{slug}

Booting (127ms)
Application (75.86ms)
1 x Booting (62.49%)
127.16ms
1 x Application (37.28%)
75.86ms

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 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 executed5.58ms

select * from `courses` where `slug_ar` = 'neural-networks-for-machine-learning' limit 1

3.33ms/app/Http/Controllers/CourseController.php:20corspedia

Metadata
Bindings	0. neural-networks-for-machine-learning
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` = '2025-04-18 06:34:16' where `id` = 712

630μs/app/Http/Controllers/CourseController.php:21corspedia

Metadata
Bindings	0. 2025-04-18 06:34:16 1. 712
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 (27)

220μs/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)

230μs/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 (37) and `institutions`.`deleted_at` is null

460μs/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

460μs/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` = 706 limit 1

250μs/app/Models/Course.php:84corspedia

Metadata
Bindings	0. 706
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: 3LCyaN3baheYS1xOBNga7j2gg4s9P50A0pBOyAk5
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/neural...
_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/neural-networks-for-machine-learning

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 => "13.59.19.57"
  ]
  "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 => "932222a7aa7213f9-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 => "13.59.19.57"
  ]
  "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" => "13.59.19.57"
  "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" => "932222a7aa7213f9-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" => "13.59.19.57"
  "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" => "56296"
  "REMOTE_ADDR" => "172.70.127.235"
  "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/neural-networks-for-machine-learning"
  "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" => 1744958055.8847
  "REQUEST_TIME" => 1744958055
]

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, 18 Apr 2025 06:34:16 GMT"
  ]
  "set-cookie" => array:2 [▶
    0 => "XSRF-TOKEN=eyJpdiI6Im5HM0k1a0owZEc3K3J0Y0Y1STdIZlE9PSIsInZhbHVlIjoiN3lEaFgzVUY5WUV3TDM5cDFIVkhiQ2ZROFlHNG1WV2hJUlpIcU9XOUx5NFUzbUlZc0daeEpMVGxIeXBtSzVqRitiMEh4elN1bHhMVVVJMEE5WHYvejFTZDk3WjlxaEhDbk92YnB1Q2pLUWx0QTV2QmN3bDM2UEZ0bFdLMWl5TEMiLCJtYWMiOiJiYTkwNDY3MWEyMjk3ZDk5YWRkYTE0YzYyYzg3ZTViM2MwYjFjMzI2OWE1OTc0NTZlYzFmMzkzMTFlNTlmNTYyIiwidGFnIjoiIn0%3D; expires=Fri, 18 Apr 2025 08:34:16 GMT; Max-Age=7200; path=/; samesite=lax ◀XSRF-TOKEN=eyJpdiI6Im5HM0k1a0owZEc3K3J0Y0Y1STdIZlE9PSIsInZhbHVlIjoiN3lEaFgzVUY5WUV3TDM5cDFIVkhiQ2ZROFlHNG1WV2hJUlpIcU9XOUx5NFUzbUlZc0daeEpMVGxIeXBtSzVqRitiMEh4e ▶"
    1 => "laravel_session=eyJpdiI6Im1jMUp2ME1NbFRkSk5nWndFNUQwUXc9PSIsInZhbHVlIjoiYXRWWFN2THh6dDB3ZDRycFdCWXBLdG5rb0puaVNFdUJ3OHpnL1NyeCtRc3U1R0Z6a2EwcktwOVBGdDVPcVFkaXZyc0tUTlQ0cGdLUStwc3BiL0ZCRlI1Y09DK3ZPOFJzM1FlODFsUGdDVkx5SENVZEgvSm9YcmVhbGszNHFBbmsiLCJtYWMiOiIwMWI5MWEyNjkyOTcxNjkxYzEyYmE1MDRmMjMzZGY5ZDYzYjQwOTQxYWQzOWNkMTY1NjY0YmM4MTIzYjJmZTkyIiwidGFnIjoiIn0%3D; expires=Fri, 18 Apr 2025 08:34:16 GMT; Max-Age=7200; path=/; httponly; samesite=lax ◀laravel_session=eyJpdiI6Im1jMUp2ME1NbFRkSk5nWndFNUQwUXc9PSIsInZhbHVlIjoiYXRWWFN2THh6dDB3ZDRycFdCWXBLdG5rb0puaVNFdUJ3OHpnL1NyeCtRc3U1R0Z6a2EwcktwOVBGdDVPcVFkaXZy ▶"
  ]
  "Set-Cookie" => array:2 [▶
    0 => "XSRF-TOKEN=eyJpdiI6Im5HM0k1a0owZEc3K3J0Y0Y1STdIZlE9PSIsInZhbHVlIjoiN3lEaFgzVUY5WUV3TDM5cDFIVkhiQ2ZROFlHNG1WV2hJUlpIcU9XOUx5NFUzbUlZc0daeEpMVGxIeXBtSzVqRitiMEh4elN1bHhMVVVJMEE5WHYvejFTZDk3WjlxaEhDbk92YnB1Q2pLUWx0QTV2QmN3bDM2UEZ0bFdLMWl5TEMiLCJtYWMiOiJiYTkwNDY3MWEyMjk3ZDk5YWRkYTE0YzYyYzg3ZTViM2MwYjFjMzI2OWE1OTc0NTZlYzFmMzkzMTFlNTlmNTYyIiwidGFnIjoiIn0%3D; expires=Fri, 18-Apr-2025 08:34:16 GMT; path=/ ◀XSRF-TOKEN=eyJpdiI6Im5HM0k1a0owZEc3K3J0Y0Y1STdIZlE9PSIsInZhbHVlIjoiN3lEaFgzVUY5WUV3TDM5cDFIVkhiQ2ZROFlHNG1WV2hJUlpIcU9XOUx5NFUzbUlZc0daeEpMVGxIeXBtSzVqRitiMEh4e ▶"
    1 => "laravel_session=eyJpdiI6Im1jMUp2ME1NbFRkSk5nWndFNUQwUXc9PSIsInZhbHVlIjoiYXRWWFN2THh6dDB3ZDRycFdCWXBLdG5rb0puaVNFdUJ3OHpnL1NyeCtRc3U1R0Z6a2EwcktwOVBGdDVPcVFkaXZyc0tUTlQ0cGdLUStwc3BiL0ZCRlI1Y09DK3ZPOFJzM1FlODFsUGdDVkx5SENVZEgvSm9YcmVhbGszNHFBbmsiLCJtYWMiOiIwMWI5MWEyNjkyOTcxNjkxYzEyYmE1MDRmMjMzZGY5ZDYzYjQwOTQxYWQzOWNkMTY1NjY0YmM4MTIzYjJmZTkyIiwidGFnIjoiIn0%3D; expires=Fri, 18-Apr-2025 08:34:16 GMT; path=/; httponly ◀laravel_session=eyJpdiI6Im1jMUp2ME1NbFRkSk5nWndFNUQwUXc9PSIsInZhbHVlIjoiYXRWWFN2THh6dDB3ZDRycFdCWXBLdG5rb0puaVNFdUJ3OHpnL1NyeCtRc3U1R0Z6a2EwcktwOVBGdDVPcVFkaXZy ▶"
  ]
]

session_attributes

  0 of 0   
array:5 [▼
  "_token" => "3LCyaN3baheYS1xOBNga7j2gg4s9P50A0pBOyAk5"
  "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/neural-networks-for-machine-learning"
  ]
  "_flash" => array:2 [▶
    "old" => []
    "new" => []
  ]
  "PHPDEBUGBAR_STACK_DATA" => []
]

1 x Booting (62.49%)	127.16ms
1 x Application (37.28%)	75.86ms