Machine Learning Methods for Engineering Application Development

An Empirical View of Genetic Machine Learning based on Evolutionary Learning Computations

Author(s): M. Chandraprabha and Rajesh Kumar Dhanaraj * .

Pp: 59-75 (17)

DOI: 10.2174/9879815079180122010008

* (Excluding Mailing and Handling)

Abstract

The only prerequisite in the past era was human intelligence, but today's world is full of artificial intelligence and its obstacles, which must still be overcome. It could be said that anything from cars to household items must be artificially intelligent. Everyone needs smartphones, vehicles, and machines. Some kind of intelligence is required by all at all times. Since computers have become such an integral part of our lives, it has become essential to develop new methods of human-computer interaction. Finding an intelligent way of machine and user interaction is one of the most crucial steps in meeting the requirement. The motivations for developing artificial intelligence and artificial life can be traced back to the dawn of the computer era. As always, evolution is a case of shifting phenomena. Adaptive computer systems are explicitly designed to search for problem-specific solutions in the face of changing circumstances. It has been said before that evolution is a massively parallel quest method that never works on a single species or a single solution at any given time. Many organisms are subjected to experiments and modifications. As a result, this write-up aims to create Artificial Intelligence, superior to machine learning that can master these problems, ranging from traditional methods of automatic reasoning to interaction strategies with evolutionary algorithms. The result is evaluated with a piece of code for predicting optimal test value after learning.

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      • 14. app/Models/UserAccess/UserAccess.php:784
      • 15. middleware::check_user_access:114
      • 16. vendor/laravel/framework/src/Illuminate/Pipeline/Pipeline.php:183
      • 17. vendor/laravel/framework/src/Illuminate/Routing/Middleware/SubstituteBindings.php:50
      • 18. vendor/laravel/framework/src/Illuminate/Pipeline/Pipeline.php:183
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      • 16. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
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      • 19. vendor/laravel/framework/src/Illuminate/Routing/Route.php:206
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      • 19. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
      • 20. vendor/laravel/framework/src/Illuminate/Routing/Route.php:206
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      • 17. app/Http/Controllers/ChapterController.php:1434
      • 18. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 19. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
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      • 14. app/Models/Subject.php:238
      • 15. app/Http/Controllers/ChapterController.php:1434
      • 16. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 17. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
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      • 16. app/Models/Subject.php:255
      • 17. app/Http/Controllers/ChapterController.php:1435
      • 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
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      • 14. app/Models/Subject.php:255
      • 15. app/Http/Controllers/ChapterController.php:1435
      • 16. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 17. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 18. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
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      • 13. app/Models/EbookVolume.php:271
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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
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      • 15. app/Http/Controllers/ChapterController.php:1462
      • 16. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 17. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 18. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
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      • 11. app/Models/ContentAccess.php:647
      • 12. app/Http/Controllers/ChapterController.php:1465
      • 13. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 14. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
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      350μsalphaeurekaselec_live_10_06_2022ContentAccess.php#647
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      • 11. app/Models/ContentAccess.php:647
      • 12. app/Http/Controllers/ChapterController.php:1478
      • 13. vendor/laravel/framework/src/Illuminate/Routing/Controller.php:54
      • 14. vendor/laravel/framework/src/Illuminate/Routing/ControllerDispatcher.php:43
      • 15. vendor/laravel/framework/src/Illuminate/Routing/Route.php:260
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      860μsalphaeurekaselec_live_10_06_2022UserAccess.php#1266
      Backtrace
      • 13. app/Models/UserAccess/UserAccess.php:1266
      • 14. app/Http/Controllers/ChapterController.php:1518
      • 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 <= 316548017 and j.to_ip >=316548017 )) and ((j.from_date <= 1739847389 and j.to_date >= 1739847389 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 18165) 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 <= 316548017 and j.to_ip >=316548017 )) and ((j.from_date <= 1739847389 and j.to_date >= 1739847389 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 18165) 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 <= 316548017 and j.to_ip >=316548017 )) and ((j.from_date <= 1739847389 and j.to_date >= 1739847389 and j.perpetual= 0) or (j.from_date is null and j.to_date is null and j.perpetual= 1)) and j.chapter_id = 18165)
      930μsalphaeurekaselec_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` = 3429 and `b`.`banner_from_date` <= 1739847389 and `b`.`banner_to_date` >= 1739847389 and `b`.`banner_status` = 'A' order by `b`.`banner_id` desc
      1.09msalphaeurekaselec_live_10_06_2022Banner.php#95
      Bindings
      • 0: 1
      • 1: B
      • 2: 3429
      • 3: 1739847389
      • 4: 1739847389
      • 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='24b88b4fdb93a18557ec9f945d19639a'
      240μsalphaeurekaselec_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
        WarBthkVcFFYC5oHmY62ZsVFtt0Xje44ykrhhNbW
        uc_cart_id
        24b88b4fdb93a18557ec9f945d19639a
        _previous
        array:1 [ "url" => "https://alpha.eurekaselect.com/chapter/18165" ]
        _flash
        array:2 [ "old" => [] "new" => [] ]
        PHPDEBUGBAR_STACK_DATA
        []
        path_info
        /chapter/18165
        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=eyJpdiI6IlU5dy9aMWJCUFhCSHl1OEsvRE1XZ2c9PSIsInZhbHVlIjoiV0VwUFpUazd1SWd1WWRJTnk3cFlJS1pEeGdCVDNQOXZHMnpFR1Q5Z1ZVOD0iLCJtYWMiOiI0ZGI0NmVkNjE1ZDczZWRmOWY5MDhhNTE3ZGJiZmMzNDlkZjAzZGQ5Y2I1Njc3MGZkOWQ2YWE1Mzc0YjRjNWFhIiwidGFnIjoiIn0%3Dwayfindertarget=eyJpdiI6IlU5dy9aMWJCUFhCSHl1OEsvRE1XZ2c9PSIsInZhbHVlIjoiV0VwUFpUazd1SWd1WWRJTnk3cFlJS1pEeGdCVDNQOXZHMnpFR1Q5Z1ZVOD0iLCJtYWMiOiI0ZGI0NmVkNjE1ZDcz" ] "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
        array:1 [ "wayfindertarget" => null ]
        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 => "Tue, 18 Feb 2025 02:56:29 GMT" ] "set-cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IlN2UnlHTThROFhyM2pYRlZBLzltNVE9PSIsInZhbHVlIjoiMGhYOWl1YTU3V0hqMENwVU9hSDlWRHJlUHc0NGh5Sm4zRlVkYnRGaUhuZTNWNk9JSmtPdmc5WkZ4V295T282d2JmTGxwREhFYzRpOG5vRFptMEZGVlFlZXhQM3kvOUlqQlZHbVhZT3ZVSnRMa0lPeUQ2Qm8way81MDZoYk42b28iLCJtYWMiOiJkMzZhNzk3N2M2NDVhYTVjY2UwOWFhNGY0MWQzMTY1ZDQ1ZjUzYzU4NmRlMjZjNzZmYjZjOWI2NzI0MmJiMmQ2IiwidGFnIjoiIn0%3D; expires=Thu, 20 Feb 2025 14:56:29 GMT; Max-Age=216000; path=/; secure; samesite=laxXSRF-TOKEN=eyJpdiI6IlN2UnlHTThROFhyM2pYRlZBLzltNVE9PSIsInZhbHVlIjoiMGhYOWl1YTU3V0hqMENwVU9hSDlWRHJlUHc0NGh5Sm4zRlVkYnRGaUhuZTNWNk9JSmtPdmc5WkZ4V295T282d2JmTGxwR" 1 => "alphaeurekaselectnet_session=eyJpdiI6InBaYW51cHN1a3lObVFJZGUxdUVJMVE9PSIsInZhbHVlIjoia3B0TkR6emFiMWxRRVlaQ29PSnJhaUFTK0tqaThFS1JXS2g1S0hYRTJCZTJSMHB0U3JqMG9LTDhaUlRXaE5ZalBGZXdmdDlnQ0pyQTg0Mm9lcHR4TmJiQ1ZXaVZySWFERmk0eHc1TmFCL3EwWlJPYkhPTG5ZZzFZVSt6N1pCS2ciLCJtYWMiOiI3MWYyNzc1ODljMzQ3OTE0MzkwMzdmOWYxNjg4M2M0NDJlMTBlN2FiNzQ1OTRlNDUyYTdhMzYwMGQ2MDFlZWE0IiwidGFnIjoiIn0%3D; path=/; secure; httponly; samesite=laxalphaeurekaselectnet_session=eyJpdiI6InBaYW51cHN1a3lObVFJZGUxdUVJMVE9PSIsInZhbHVlIjoia3B0TkR6emFiMWxRRVlaQ29PSnJhaUFTK0tqaThFS1JXS2g1S0hYRTJCZTJSMHB0U3JqMG9LTDh" ] "Set-Cookie" => array:2 [ 0 => "XSRF-TOKEN=eyJpdiI6IlN2UnlHTThROFhyM2pYRlZBLzltNVE9PSIsInZhbHVlIjoiMGhYOWl1YTU3V0hqMENwVU9hSDlWRHJlUHc0NGh5Sm4zRlVkYnRGaUhuZTNWNk9JSmtPdmc5WkZ4V295T282d2JmTGxwREhFYzRpOG5vRFptMEZGVlFlZXhQM3kvOUlqQlZHbVhZT3ZVSnRMa0lPeUQ2Qm8way81MDZoYk42b28iLCJtYWMiOiJkMzZhNzk3N2M2NDVhYTVjY2UwOWFhNGY0MWQzMTY1ZDQ1ZjUzYzU4NmRlMjZjNzZmYjZjOWI2NzI0MmJiMmQ2IiwidGFnIjoiIn0%3D; expires=Thu, 20-Feb-2025 14:56:29 GMT; path=/; secureXSRF-TOKEN=eyJpdiI6IlN2UnlHTThROFhyM2pYRlZBLzltNVE9PSIsInZhbHVlIjoiMGhYOWl1YTU3V0hqMENwVU9hSDlWRHJlUHc0NGh5Sm4zRlVkYnRGaUhuZTNWNk9JSmtPdmc5WkZ4V295T282d2JmTGxwR" 1 => "alphaeurekaselectnet_session=eyJpdiI6InBaYW51cHN1a3lObVFJZGUxdUVJMVE9PSIsInZhbHVlIjoia3B0TkR6emFiMWxRRVlaQ29PSnJhaUFTK0tqaThFS1JXS2g1S0hYRTJCZTJSMHB0U3JqMG9LTDhaUlRXaE5ZalBGZXdmdDlnQ0pyQTg0Mm9lcHR4TmJiQ1ZXaVZySWFERmk0eHc1TmFCL3EwWlJPYkhPTG5ZZzFZVSt6N1pCS2ciLCJtYWMiOiI3MWYyNzc1ODljMzQ3OTE0MzkwMzdmOWYxNjg4M2M0NDJlMTBlN2FiNzQ1OTRlNDUyYTdhMzYwMGQ2MDFlZWE0IiwidGFnIjoiIn0%3D; path=/; secure; httponlyalphaeurekaselectnet_session=eyJpdiI6InBaYW51cHN1a3lObVFJZGUxdUVJMVE9PSIsInZhbHVlIjoia3B0TkR6emFiMWxRRVlaQ29PSnJhaUFTK0tqaThFS1JXS2g1S0hYRTJCZTJSMHB0U3JqMG9LTDh" ] ]
        session_attributes
        0 of 0
        array:5 [ "_token" => "WarBthkVcFFYC5oHmY62ZsVFtt0Xje44ykrhhNbW" "uc_cart_id" => "24b88b4fdb93a18557ec9f945d19639a" "_previous" => array:1 [ "url" => "https://alpha.eurekaselect.com/chapter/18165" ] "_flash" => array:2 [ "old" => [] "new" => [] ] "PHPDEBUGBAR_STACK_DATA" => [] ]
        ClearShow all
        Date ↕MethodURLData
        #12025-02-18 02:56:29GET/chapter/18165112192