Generative AI LLM's Online Training - Abhi Trainings.

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI_URI::$config is deprecated

Filename: core/URI.php

Line Number: 101

Backtrace:

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property MY_Router::$uri is deprecated

Filename: core/Router.php

Line Number: 127

Backtrace:

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI_DB_mysqli_driver::$failover is deprecated

Filename: database/DB_driver.php

Line Number: 371

Backtrace:

File: /home/abhitrainings/public_html/application/config/routes.php
Line: 89
Function: DB

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: chr(): Passing null to parameter #1 ($codepoint) of type int is deprecated

Filename: MX/Router.php

Line Number: 240

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Router.php
Line: 240
Function: chr

File: /home/abhitrainings/public_html/application/third_party/MX/Router.php
Line: 72
Function: set_class

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$benchmark is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$hooks is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$config is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$log is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$utf8 is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$uri is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$exceptions is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$router is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$output is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$security is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$input is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$lang is deprecated

Filename: core/Controller.php

Line Number: 75

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$load is deprecated

Filename: core/Controller.php

Line Number: 78

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI_DB_mysqli_driver::$failover is deprecated

Filename: database/DB_driver.php

Line Number: 371

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 109
Function: DB

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Creation of dynamic property CI::$db is deprecated

Filename: MX/Loader.php

Line Number: 109

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 109
Function: _error_handler

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: strtolower(): Passing null to parameter #1 ($string) of type string is deprecated

Filename: MX/Loader.php

Line Number: 160

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 160
Function: strtolower

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Return type of CI_Session_files_driver::open($save_path, $name) should either be compatible with SessionHandlerInterface::open(string $path, string $name): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice

Filename: drivers/Session_files_driver.php

Line Number: 132

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 173
Function: _ci_load_library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Return type of CI_Session_files_driver::close() should either be compatible with SessionHandlerInterface::close(): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice

Filename: drivers/Session_files_driver.php

Line Number: 292

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 173
Function: _ci_load_library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Return type of CI_Session_files_driver::read($session_id) should either be compatible with SessionHandlerInterface::read(string $id): string|false, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice

Filename: drivers/Session_files_driver.php

Line Number: 166

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 173
Function: _ci_load_library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Return type of CI_Session_files_driver::write($session_id, $session_data) should either be compatible with SessionHandlerInterface::write(string $id, string $data): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice

Filename: drivers/Session_files_driver.php

Line Number: 235

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 173
Function: _ci_load_library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Return type of CI_Session_files_driver::destroy($session_id) should either be compatible with SessionHandlerInterface::destroy(string $id): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice

Filename: drivers/Session_files_driver.php

Line Number: 315

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 173
Function: _ci_load_library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: 8192

Message: Return type of CI_Session_files_driver::gc($maxlifetime) should either be compatible with SessionHandlerInterface::gc(int $max_lifetime): int|false, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice

Filename: drivers/Session_files_driver.php

Line Number: 356

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 173
Function: _ci_load_library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: Warning

Message: ini_set(): Session ini settings cannot be changed after headers have already been sent

Filename: Session/Session.php

Line Number: 282

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 173
Function: _ci_load_library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: Warning

Message: session_set_cookie_params(): Session cookie parameters cannot be changed after headers have already been sent

Filename: Session/Session.php

Line Number: 289

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 173
Function: _ci_load_library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

A PHP Error was encountered

Severity: Warning

Message: ini_set(): Session ini settings cannot be changed after headers have already been sent

Filename: Session/Session.php

Line Number: 304

Backtrace:

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 173
Function: _ci_load_library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 192
Function: library

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 153
Function: libraries

File: /home/abhitrainings/public_html/application/third_party/MX/Loader.php
Line: 65
Function: initialize

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 55
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Base.php
Line: 60
Function: __construct

File: /home/abhitrainings/public_html/application/third_party/MX/Controller.php
Line: 4
Function: require

File: /home/abhitrainings/public_html/application/core/MY_Controller.php
Line: 7
Function: require

File: /home/abhitrainings/public_html/index.php
Line: 315
Function: require_once

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Generative AI LLM's Online Training - Abhi Trainings.

Generative AI LLM's Training - Details

1. Python Fundamentals

Data types: int, float, string, list, tuple, dictionary
Control structures: if statements, loops
Functions and modules
Basic error handling

2. Intermediate Python Programming

Object-oriented programming (classes and objects)
List comprehensions
Lambda functions
File I/O operations

Prompting Engineering

3. Introduction

LLM Settings
Basics of Prompting
Prompt Elements
General Tips for Designing Prompts
Examples of Prompts

NLP COURSE

4. Setup

Introduction

5. Transformer Models

Introduction
Natural Language Processing
Transformers, what can they do?
How do Transformers work?
Encoder Models
Decoder Models
Sequence-to-Sequence Models
Bias and Limitations
Summary

? End-of-chapter quiz

6. Using ???? Transformers

Introduction
Behind the pipeline
Models
Tokenizers
Handling multiple sequences
Putting it all together
Basic usage completed!

? End-of-chapter quiz

7. Main NLP Tasks

Introduction
Translation
Summarization
Question answering
Mastering NLP

? End-of-chapter quiz

AUDIO COURSE

8. Working with Audio Data

Introduction to audio data
Load and explore an audio dataset
Preprocessing an audio dataset
Streaming audio data
Supplemental Reading and Resources

? End-of-chapter quiz

9. A gentle introduction to audio applications

Audio classification with a pipeline
Automatic speech recognition with a pipeline
Audio generation with a pipeline
Hands-on exercise

10. Putting it all together

Speech-to-speech translation
Creating a voice assistant
Supplemental Reading and Resources
Hands-on exercise

Computer Vision

11. Fundamentals

Vision
Image
Imaging
Imaging in Real-life
What Is Computer Vision
Applications of Computer Vision
Pre-processing for Computer Vision Tasks
Feature Description
Feature Matching
Real-world Applications of Feature Extraction in Computer Vision

12. Basic CV Tasks

Introduction
Introduction
Image Segmentation

13. Video and Video Processing

Introduction
Video Processing Basics

14. Ethics and Biases

Exploring Ethical Foundations in CV Models
Introduction
Ethics and Bias in AI
Hugging Face’s efforts: Ethics and Society ????
Supplementary reading and resources ????

15. AI Cookbook

The AI Cookbook is a collection of notebooks illustrating practical aspects of building AI applications and solving various machine learning tasks using opensource tools and models.

???? Will be getting Premium Notes and Code for each and every topic mentioned above.