GET https://rct.dev.bbntimes.com/technology/ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability

Response
200 OK
IP
3.144.90.189
Profiled on
Token
804649

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
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"close"
cookie 
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user-agent 
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x-php-ob-level 
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Request Content

Request content not available (it was retrieved as a resource).

Response

Response Headers

Header Value
cache-control 
"no-cache, private"
content-type 
"text/html; charset=UTF-8"
date 
"Sat, 22 Feb 2025 13:52:39 GMT"
link 
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x-debug-token 
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Cookies

Request Cookies

Key Value
PHPSESSID 
"eqqq0uret9b8mm5vmuv74nmqcg"
care_did 
"0e73a28f-c9e1-4441-b2b7-7d654ae6e5ca"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:49:36 +0000"
Last used 
"Sat, 22 Feb 25 13:52:37 +0000"
Lifetime 
0

Session Attributes

Attribute Value
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Session Usage

6 Usages
Stateless check enabled
Usage
Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:76
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:79
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
Show trace 
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
Show trace 
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    "line" => 197
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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    ]
    "function" => "require_once"
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]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-core/Authentication/Token/Storage/UsageTrackingTokenStorage.php"
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    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
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    ]
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]
Symfony\Component\Security\Http\Firewall\ContextListener:171
Show trace 
[
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/security-http/Firewall/ContextListener.php"
    "line" => 171
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    "function" => "onKernelResponse"
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    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
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    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
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Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV 
"dev"
APP_SECRET 
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN 
"*"
DATABASE_URL 
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY 
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY 
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN 
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD 
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG 
"1"
BASE 
"/public"
CONTEXT_DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX 
""
DOCUMENT_ROOT 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE 
"RESPONDER"
GATEWAY_INTERFACE 
"CGI/1.1"
HTTPS 
"on"
HTTP_ACCEPT 
"*/*"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"PHPSESSID=eqqq0uret9b8mm5vmuv74nmqcg; care_did=0e73a28f-c9e1-4441-b2b7-7d654ae6e5ca"
HTTP_HOST 
"rct.dev.bbntimes.com"
HTTP_USER_AGENT 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
PATH 
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PHP_SELF 
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX 
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI 
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING 
""
REDIRECT_BASE 
"/public"
REDIRECT_HTTPS 
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_HTTPS 
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY 
"0"
REDIRECT_REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nWp5DyWLT8YV1VjBpdvgAAAJA"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability"
REDIRECT_SCRIPT_URL 
"/technology/ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nWp5DyWLT8YV1VjBpdvgAAAJA"
REDIRECT_URL 
"/public/technology/ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability"
REMOTE_ADDR 
"3.144.90.189"
REMOTE_PORT 
"57758"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740232359
REQUEST_TIME_FLOAT 
1740232359.2101
REQUEST_URI 
"/technology/ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability"
SCRIPT_FILENAME 
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME 
"/public/index.php"
SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability"
SCRIPT_URL 
"/technology/ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability"
SERVER_ADDR 
"5.196.1.209"
SERVER_ADMIN 
"[no address given]"
SERVER_NAME 
"rct.dev.bbntimes.com"
SERVER_PORT 
"443"
SERVER_PROTOCOL 
"HTTP/1.1"
SERVER_SIGNATURE 
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE 
"Apache"
SSL_TLS_SNI 
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS 
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID 
"Z7nWp5DyWLT8YV1VjBpdvgAAAJA"

Sub Requests 6

CookieController :: renderAnalysis (token = f113bd)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"b314ce"

AppController :: renderHeader (token = 85081c)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"e60f19"
slug 
"home"

ArticleController :: trendingArticle (token = dc9d83)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"944e8a"
category 
"Technology"

ArticleController :: relatedArticles (token = a75da1)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"eb2c33"
current_article 
App\Entity\Article {#1094
  -id: 14617
  -title: "Ethical Considerations in Machine Learning: Ensuring Fairness, Transparency, and Accountability"
  -slug: "ethical-considerations-in-machine-learning-ensuring-fairness-transparency-and-accountability"
  -introtext: "<p>Machine learning has become increasingly prevalent, powering recommendation systems, autonomous vehicles, fraud detection algorithms, and more.</p>\r\n"
  -content: """
    \r\n
    <p>As this technology advances, it brings forth ethical considerations that must be addressed to ensure fairness, <a href="companies/how-to-raise-the-level-of-accountability-on-your-team" target="_blank" rel="noopener">transparency</a>, and <a href="companies/flexibility-accountability-and-trust-are-essential-for-a-successful-working-culture" target="_blank" rel="noopener">accountability</a>. In this article, we delve into the ethical implications of machine learning, exploring the challenges and discussing approaches to promote ethical practices in the development and deployment of machine learning algorithms.</p>\r\n
    <h2>Bias and Fairness in Machine Learning</h2>\r\n
    <p><img src="/images/Bias_and_Fairness_in_Machine_Learning.jpg" alt="Bias_and_Fairness_in_Machine_Learning.jpg" width="603" height="339" /></p>\r\n
    <p><a href="global-economy/the-new-tech-economy-and-machine-learning-transforming-industries-and-driving-innovation#:~:text=Machine%20learning%20is%20a%20type,decisions%20without%20being%20explicitly%20programmed.&amp;text=It%20involves%20using%20algorithms%20to,make%20predictions%20and%20automate%20processes." target="_blank" rel="noopener">Machine learning algorithms </a>are trained on data that may contain biases, leading to biased outcomes and discriminatory practices. The challenges of bias in machine learning are examined, along with strategies to mitigate bias and ensure fairness in algorithmic decision-making. This includes approaches such as data preprocessing, algorithmic auditing, and the use of fairness metrics.</p>\r\n
    <h2>Explainability and Transparency</h2>\r\n
    <p>Machine learning models, particularly deep learning models, can be complex and difficult to interpret. The lack of transparency raises concerns regarding decision-making processes and accountability. The importance of model interpretability is discussed, along with the development of explainable AI techniques to enhance transparency, facilitate trust, and enable better understanding of machine learning outcomes.</p>\r\n
    <h2>Privacy and Data Protection</h2>\r\n
    <p>Machine learning algorithms rely on vast amounts of data, raising concerns about privacy and data protection. The ethical considerations surrounding data collection, storage, and usage in machine learning are explored, emphasizing the importance of informed consent, anonymization techniques, and secure data handling practices to safeguard individual privacy rights.</p>\r\n
    <h2>Algorithmic Bias and Social Impact</h2>\r\n
    <p>Machine learning algorithms can inadvertently amplify existing biases and inequalities in society. The social impact of algorithmic bias is examined, discussing real-world examples and their implications. This includes issues such as discriminatory hiring practices, biased loan approval systems, and biased criminal justice algorithms. Strategies to mitigate algorithmic bias and promote equitable outcomes are explored.</p>\r\n
    <h2>Responsible AI Development and Deployment</h2>\r\n
    <p><img src="/images/Responsible_AI_Development_and_Deployment.png" alt="Responsible_AI_Development_and_Deployment.png" width="601" height="338" /></p>\r\n
    <p>To address ethical considerations in machine learning, a comprehensive framework for responsible AI development and deployment is necessary. Guidelines and principles, such as the Fairness, Accountability, and Transparency (FAT) framework and the development of ethical AI policies, are discussed. The role of regulatory bodies and industry standards in promoting ethical practices is also explored.</p>\r\n
    <h2>Conclusion</h2>\r\n
    <p>As machine learning continues to shape our world, it is crucial to address the ethical considerations that arise from its use. Proactively addressing issues of bias, fairness, transparency, privacy, and social impact is necessary to ensure that machine learning technologies are developed and deployed responsibly. Emphasizing ethical practices in machine learning is not only necessary to build trust and accountability but also to create a more inclusive and equitable future where the benefits of AI are accessible to all.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1714779930 {#1145
    date: 2024-05-03 23:45:30.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1714780162 {#1150
    date: 2024-05-03 23:49:22.0 UTC (+00:00)
  }
  -deletedAt: null
  -category: App\Entity\Category {#445 …}
  -status: "published"
  -imageCard: Proxies\__CG__\App\Entity\File {#1184 …}
  -ImageHeader: Proxies\__CG__\App\Entity\File {#1184 …}
  -featured: false
  -mainView: false
  -clicks: 5629
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1714779930 {#1148
    date: 2024-05-03 23:45:30.0 UTC (+00:00)
  }
  -metakey: "Ethical Considerations in Machine Learning: Ensuring Fairness, Transparency, and Accountability"
  -metadesc: "Machine learning has become increasingly prevalent, powering recommendation systems, autonomous vehicles, fraud detection algorithms, and more."
  -robots: null
  -publishedAt: DateTime @1714779930 {#1147
    date: 2024-05-03 23:45:30.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = bbdc1f)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"2f5d11"

CookieController :: renderCookie (token = 8c1bbb)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"a341a4"