Handbook of Artificial Intelligence

Machine Learning Techniques and their Applications: Survey

Author(s): P. Karthik*, K. Chandra Sekhar and D. Latha

Pp: 1-18 (18)

DOI: 10.2174/9789815124514123010003

* (Excluding Mailing and Handling)

Abstract

Machine Learning has become part of our daily life directly or indirectly. Several Machine Learning techniques are being used in several areas to increase the effective usage of computers by human beings. Over the past few decades, the concepts of AI and ML have rapidly increased their importance in various application areas, and a lot of research has taken place and is still in progress. Even then, there is a lot more to explore regarding the applications of AI and ML in our day-to-day lives. The reason to do so is only to improve the existing process of work in various areas and also to give valuable suggestions and scope for further research. In this context, here we tried to discuss basic concepts related to machine learning and gave a brief overview of various application areas of machine learning.

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      • 13. app/Models/UserAccess/UserAccess.php:1266
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      • 15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
    • (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Trial Access" as access_base_text, CASE j.type WHEN 111 THEN true ELSE false END as terms_popup, "S" as content_download_type, null as restricted_user_access_key, null as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_trail` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 314566706 and j.to_ip >=314566706 )) and ((j.from_date <= 1739835011 and j.to_date >= 1739835011 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 20810) union (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Subscribed" as access_base_text, false as terms_popup, "S" as content_download_type, null as restricted_user_access_key, null as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_corporate` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 314566706 and j.to_ip >=314566706 )) and ((j.from_date <= 1739835011 and j.to_date >= 1739835011 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 20810) union (select j.user_access_id,j.volume_id,j.user_id,j.from_ip,j.to_ip,j.type,j.track,"Token Based Access" as access_base_text, false as terms_popup, "R" as content_download_type, j.uc_id as restricted_user_access_key, "v" as restricted_user_access_type, CASE j.track WHEN 0 THEN false ELSE true END as tracksAccessByVolume,"chapter" as access_level, j.chapter_id from `user_access_chapter_token` as `j` inner join `user_access_info` as `info` on `j`.`user_access_id` = `info`.`user_access_id` where ((j.from_ip <= 314566706 and j.to_ip >=314566706 )) and ((j.from_date <= 1739835011 and j.to_date >= 1739835011 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 20810)
      620μsalphaeurekaselec_live_10_06_2022UserAccess.php#1266
      Backtrace
      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1549
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
    • select b.banner_link, b.banner_name, b.banner_script, b.banner_remarks, b.banner_file_name, b.banner_placement, bd.content_type, bd.content_id from `tbl_banner` as `b` inner join `tbl_banner_detail` as `bd` on `bd`.`banner_id` = `b`.`banner_id` inner join `users` as `u` on `u`.`id` = `b`.`updated_by` where `b`.`banner_ebook` = 1 and `bd`.`content_type` = 'B' and `bd`.`content_id` = 3615 and `b`.`banner_from_date` <= 1739835011 and `b`.`banner_to_date` >= 1739835011 and `b`.`banner_status` = 'A' order by `b`.`banner_id` desc
      1.12msalphaeurekaselec_live_10_06_2022Banner.php#95
      Bindings
      • 0: 1
      • 1: B
      • 2: 3615
      • 3: 1739835011
      • 4: 1739835011
      • 5: A
      Backtrace
      • 13. app/Models/Banner.php:95
      • 14. app/Http/helpers.php:404
      • 17. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 18. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    • select count(*) as aggregate from `uc_cart_products` where cart_id='2b0855ab220b16f1d54b0e08aff78fd1'
      320μsalphaeurekaselec_live_10_06_2022Cart.php#271
      Backtrace
      • 15. app/Models/Cart.php:271
      • 16. view::layouts._header:260
      • 18. vendor/laravel/framework/src/Illuminate/Filesystem/Filesystem.php:124
      • 19. vendor/laravel/framework/src/Illuminate/View/Engines/PhpEngine.php:58
      • 20. vendor/laravel/framework/src/Illuminate/View/Engines/CompilerEngine.php:73
    App\Models\Chapter
    1Chapter.php#?
    App\Models\Ebook
    1Ebook.php#?
        _token
        wyOystid2ZYVkLiVmjT1khVyI4Jc7k8ua7GauRuC
        uc_cart_id
        2b0855ab220b16f1d54b0e08aff78fd1
        _previous
        array:1 [ "url" => "https://alpha.eurekaselect.com/chapter/20810" ]
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /chapter/20810
        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:17 [ "x-https" => array:1 [ 0 => "1" ] "host" => array:1 [ 0 => "alpha.eurekaselect.com" ] "priority" => array:1 [ 0 => "u=0, i" ] "cookie" => array:1 [ 0 => "wayfindertarget=eyJpdiI6Imkrb2NhOEZMUHlmRUhrRks0RGdNRFE9PSIsInZhbHVlIjoiRFJYTURCL3U4R1ZhQUxtNEcwWWdtSGpRYTYwdHd3ZlBnd1pGVnlXRG5pQWdOOXhhZXVDOUQ5RkxZWCtjWDR6MSIsIm1hYyI6IjRjZjczNDExOTJlOTI1NjhjZDM3OWZjYmRiNTg4NzM3ZWU5Nzg3MmJlZjIwNzgxN2I4NDExYjFkNDIyMDI5ODkiLCJ0YWciOiIifQ%3D%3D; XSRF-TOKEN=eyJpdiI6IjFqdWlqd2lPRnJNUWV5TGMwVHFhTlE9PSIsInZhbHVlIjoiVkR2NFVHT3pTNU10RzFUT3lKdmI2SlFGRnkwWUN5aThrTjB3bnpwSmRQMnlzSWpEVE8wd0phOEVrdW1TeVZBcklrR040VFZyTmhxWEl5Y24zaU9XelZyTWo0YjlEZEN0TDFLV2JmOGFqd04rOFJTbXI5ais2YjQrU1ZTbi9xTm8iLCJtYWMiOiJlOTlhNmQ3MDM3NDZkYWY3NDU0NjhiYmVjNjMzMjEzM2ZhOThlZDRjNjhhZmE4NGZiYjg3MTRjYjVkOGY5YzVjIiwidGFnIjoiIn0%3D; alphaeurekaselectnet_session=eyJpdiI6Ijl5cTZMVGxkaWZQcFFGT01TK1ZGOWc9PSIsInZhbHVlIjoiOTF4K3dFMzU1MVdkRmtaWVkrd0FURnpLSHR0bGJCWnhFUzlsS1pYRUFybi95Rm9sRXhoOXJFYmNXVW5mWU92bEQ0WVhTcWRTeEluem5xU2pqVEtQRXBvMlBOc3MrTCsvRkFEUjRTbldOWGRHTnJkQW1EcWFrM2kvRmY2SnM0elkiLCJtYWMiOiI3ODI1Y2JjNzk3ZDE3ZGYwNjY5MzM0ZjJiZmJkNGZlZjJjYmU1ZGE5NTJjZmU4YWEzNjE4NDJiMDI0NDdkNDk4IiwidGFnIjoiIn0%3Dwayfindertarget=eyJpdiI6Imkrb2NhOEZMUHlmRUhrRks0RGdNRFE9PSIsInZhbHVlIjoiRFJYTURCL3U4R1ZhQUxtNEcwWWdtSGpRYTYwdHd3ZlBnd1pGVnlXRG5pQWdOOXhhZXVDOUQ5RkxZWCtjWDR6MSIs" ] "accept-encoding" => array:1 [ 0 => "gzip, deflate, br, zstd" ] "sec-fetch-dest" => array:1 [ 0 => "document" ] "sec-fetch-user" => array:1 [ 0 => "?1" ] "sec-fetch-mode" => array:1 [ 0 => "navigate" ] "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" ] ]
        request_cookies
        0 of 0
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        response_headers
        0 of 0
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        session_attributes
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        ClearShow all
        Date ↕MethodURLData
        #12025-02-17 23:30:11GET/chapter/20810112192