Deprecated: Constant E_STRICT is deprecated since 8.4, the error level was removed in /var/app/current/blog/system/core/Exceptions.php on line 75
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property CI_URI::$config is deprecated
Filename: core/URI.php
Line Number: 101
Backtrace:
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property MY_Router::$uri is deprecated
Filename: core/Router.php
Line Number: 126
Backtrace:
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: strpos(): Passing null to parameter #2 ($needle) of type string is deprecated
Filename: MX/Router.php
Line Number: 239
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Router.php
File: /var/app/current/blog/application/third_party/MX/Router.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$benchmark is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$hooks is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$config is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$log is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$utf8 is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$uri is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$exceptions is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$router is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$output is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$security is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$input is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$lang is deprecated
Filename: core/Controller.php
Line Number: 75
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$load is deprecated
Filename: core/Controller.php
Line Number: 78
Backtrace:
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$db is deprecated
Filename: MX/Loader.php
Line Number: 109
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: strtolower(): Passing null to parameter #1 ($string) of type string is deprecated
Filename: MX/Loader.php
Line Number: 160
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
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 $name): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice
Filename: drivers/Session_files_driver.php
Line Number: 113
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Return type of CI_Session_files_driver::close() should either be compatible with SessionHandlerInterface::close(): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice
Filename: drivers/Session_files_driver.php
Line Number: 274
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Return type of CI_Session_files_driver::read($session_id) should either be compatible with SessionHandlerInterface::read(string $id): string|false, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice
Filename: drivers/Session_files_driver.php
Line Number: 145
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Return type of CI_Session_files_driver::write($session_id, $session_data) should either be compatible with SessionHandlerInterface::write(string $id, string $data): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice
Filename: drivers/Session_files_driver.php
Line Number: 217
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Return type of CI_Session_files_driver::destroy($session_id) should either be compatible with SessionHandlerInterface::destroy(string $id): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice
Filename: drivers/Session_files_driver.php
Line Number: 298
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Return type of CI_Session_files_driver::gc($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: 327
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: ini_set(): Session ini settings cannot be changed after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: Session/Session.php
Line Number: 281
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: session_set_cookie_params(): Session cookie parameters cannot be changed after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: Session/Session.php
Line Number: 288
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: ini_set(): Session ini settings cannot be changed after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: Session/Session.php
Line Number: 303
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: ini_set(): Session ini settings cannot be changed after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: Session/Session.php
Line Number: 313
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: ini_set(): Session ini settings cannot be changed after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: Session/Session.php
Line Number: 314
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: ini_set(): Session ini settings cannot be changed after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: Session/Session.php
Line Number: 315
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: ini_set(): Session ini settings cannot be changed after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: Session/Session.php
Line Number: 316
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: ini_set(): Session ini settings cannot be changed after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: drivers/Session_files_driver.php
Line Number: 94
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: session_set_save_handler(): Session save handler cannot be changed after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: Session/Session.php
Line Number: 107
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: Warning
Message: session_start(): Session cannot be started after headers have already been sent (sent from /var/app/current/blog/system/core/Exceptions.php on line 272)
Filename: Session/Session.php
Line Number: 140
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$session is deprecated
Filename: core/Loader.php
Line Number: 1245
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: strtolower(): Passing null to parameter #1 ($string) of type string is deprecated
Filename: MX/Loader.php
Line Number: 160
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$email is deprecated
Filename: core/Loader.php
Line Number: 1245
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: strtolower(): Passing null to parameter #1 ($string) of type string is deprecated
Filename: MX/Loader.php
Line Number: 160
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$form_validation is deprecated
Filename: core/Loader.php
Line Number: 1245
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: strtolower(): Passing null to parameter #1 ($string) of type string is deprecated
Filename: MX/Loader.php
Line Number: 160
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Posts::$pagination is deprecated
Filename: core/Loader.php
Line Number: 1245
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: strtolower(): Passing null to parameter #1 ($string) of type string is deprecated
Filename: MX/Loader.php
Line Number: 160
Backtrace:
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Ion_auth_model::$identity_column is deprecated
Filename: models/Ion_auth_model.php
Line Number: 184
Backtrace:
File: /var/app/current/blog/application/models/Ion_auth_model.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/libraries/Ion_auth.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
File: /var/app/current/blog/application/modules/posts/controllers/Posts.php
File: /var/app/current/blog/index.php
A PHP Error was encountered
Severity: 8192
Message: Creation of dynamic property Ion_auth_model::$store_salt is deprecated
Filename: models/Ion_auth_model.php
Line Number: 185
Backtrace:
File: /var/app/current/blog/application/models/Ion_auth_model.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/libraries/Ion_auth.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/third_party/MX/Loader.php
File: /var/app/current/blog/application/core/MY_Controller.php
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Machine Learning for Healthcare Providers
Analytics, Artificial Intelligence, Big Data and BI
Machine Learning for Healthcare Providers
Posted on Aug 21, 2020
by
Nitin Bhosekar (Head Analytics, Artificial Intelligence, BI Practice & Executive Vice President)
The healthcare industry has long been an early adopter of technological evolution and advancements. Off late, Machine Learning (ML, a subset of Artificial Intelligence [AI]) has started playing a key role in many healthcare related areas, including discovering links between genetic codes to improve patient outcomes, treatment of chronic diseases, healthcare specific power process automation or even for maximizing hospital operational efficiency. ML approach focuses on developing algorithms/ statistical models that can automatically estimate unseen patterns hidden in medical data.
Sebastian Thrum, a computer scientist and founder of Udacity once said “Just as machines made human muscles a thousand times stronger, ML (machine learning) will make the human brain a thousand times more powerful.”According to a latest survey, AI in healthcare market was valued at $4.8 billion in 2019 and is projected to reach $99.5 billion by 2027, registering a CAGR of 42.8% over the next seven years.
In one of my earlier blogs , I had mentioned that an appropriately designed and implemented AI/ ML solution could be a boon to healthcare organizations and had shared a few relevant use cases.
A team of data scientists & developers at Aress Software have built, tested and optimized predictive models that could assist healthcare providers with improved clinical decision-making:
ML in Chronic Kidney Disease (CKD) Prediction – CKD is a slow and periodical loss of kidney function over a period of several years. Such a patient may face a risk of permanent kidney failure. If CKD is not detected and cured in early stage, then patient has a risk to his/ her life. Aress team worked on 900 patient records containing 25 attributes and used Decision Tree, Support Vector Machine (SVM) to build prediction models providing an accuracy of 91%. In such cases, higher amount of available data would result in increasing the prediction accuracy further.ML in predicting Mental Health Disorders – Mental health disorder is a type of health condition that changes a person’s mind, emotions or behaviour or all three. It has been shown to impact an individual’s physical health. World-wide depression is a leading cause of disability and can lead to an increased risk for suicidal ideation and suicide attempts. Aress team worked on 2000 observations containing 27 attributes and used Random Forest & KNN (K-Nearest Neighbours) algorithms to build prediction models providing an accuracy of 90%. Apart from these, Aress team has also been working on gnome clustering analysis, cardiovascular disease prediction, brain tumour analysis, diagnosis of liver disease & Alzheimer prediction models wherein apart from machine learning, deep learning techniques too are leveraged to improve prediction accuracy and outcomes.
The increasing intricacy and rise of available data in healthcare means that AI will increasingly be applied within the field. For more information about AI/ advanced analytics and benefits of implementing it for your organization, visit our website page for Artificial Intelligence and Advanced Analytics . And ask for free consultation by our AI/ advanced analytics experts or email us at AI@aress.com
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Nitin Bhosekar heads our Analytics, Big Data, BI and DW practice and is the company’s Executive Vice-President as well. Nitin has built a career on gaining business insight from data. He is a hands-on leader in business intelligence, big data & analytics with over 25 plus years of international experience.
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Nitin Bhosekar (Head Analytics, Artificial Intelligence, BI Practice & Executive Vice President) 
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