GET https://rct.dev.bbntimes.com/technology/addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology

Response
200 OK
IP
18.216.45.231
Profiled on
Token
245179

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"App\Controller\ArticleController::show"
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"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3662
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    3770 => Symfony\Component\WebLink\Link {#3770
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"article_show"
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_security_firewall_run 
"_security_main"
_stopwatch_token 
"a37302"
category 
"technology"
slug 
"addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=5je7t2vsb9kkmhh6qg7vn4tcaj"
host 
"rct.dev.bbntimes.com"
user-agent 
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
x-php-ob-level 
"1"

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 
"Wed, 16 Apr 2025 07:49:50 GMT"
link 
"</build/runtime.js>; rel="preload"; as="script",</build/644.js>; rel="preload"; as="script",</build/502.js>; rel="preload"; as="script",</build/app.js>; rel="preload"; as="script",</build/view-more.js>; rel="preload"; as="script",</build/term-condition.js>; rel="preload"; as="script",</build/contact.js>; rel="preload"; as="script",</build/scroll-infinite-article.js>; rel="preload"; as="script",</build/app.css>; rel="preload"; as="style",</build/cookie-style.css>; rel="preload"; as="style",</build/term-condition-css.css>; rel="preload"; as="style",</build/contact-css.css>; rel="preload"; as="style",</build/comment-css.css>; rel="preload"; as="style""
x-debug-token 
"245179"

Cookies

Request Cookies

Key Value
PHPSESSID 
"5je7t2vsb9kkmhh6qg7vn4tcaj"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Wed, 16 Apr 25 07:48:51 +0000"
Last used 
"Wed, 16 Apr 25 07:49:49 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"OjOYTEoxyMR9mS_iT4mlMobPyMrvp8dy-HM8-HLkA_Y"
_csrf/https-cookie_accept 
"Z0zMZNA7OLh11lZPKYDvxXmOr-9YrbVj6ZEYX2OrF_w"

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" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 76
    "function" => "handleRaw"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Kernel.php"
    "line" => 197
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/runtime/Runner/Symfony/HttpKernelRunner.php"
    "line" => 35
    "function" => "handle"
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    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    "line" => 29
    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
  ]
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
  ]
]
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"
    "line" => 41
    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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    "function" => "getToken"
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    "function" => "twig_get_attribute"
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    "function" => "show"
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    "function" => "handleRaw"
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    "type" => "->"
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    "function" => "handle"
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    "function" => "run"
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    "line" => 5
    "args" => [
      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
    "function" => "require_once"
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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
    "function" => "remove"
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  [
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    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
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    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 56
    "function" => "callListeners"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
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    "function" => "filterResponse"
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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=5je7t2vsb9kkmhh6qg7vn4tcaj"
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/addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z_9hHjMPOH5Hdsjt6vRn7AAAAA4"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"
REDIRECT_SCRIPT_URL 
"/technology/addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z_9hHjMPOH5Hdsjt6vRn7AAAAA4"
REDIRECT_URL 
"/public/technology/addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"
REMOTE_ADDR 
"18.216.45.231"
REMOTE_PORT 
"47286"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1744789790
REQUEST_TIME_FLOAT 
1744789790.563
REQUEST_URI 
"/technology/addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"
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/addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"
SCRIPT_URL 
"/technology/addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"
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 
"Z_9hHjMPOH5Hdsjt6vRn7AAAAA4"

Sub Requests 6

CookieController :: renderAnalysis (token = d6c0fc)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"ae198b"

AppController :: renderHeader (token = b6a547)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"4a0d29"
slug 
"home"

ArticleController :: trendingArticle (token = cfb480)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"269fee"
category 
"Technology"

ArticleController :: relatedArticles (token = c50739)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"206130"
current_article 
App\Entity\Article {#1094
  -id: 4698
  -title: "Addressing Artificial Intelligence and Machine Learning Bias with TCAV Technology"
  -slug: "addressing-artificial-intelligence-and-machine-learning-bias-with-tcav-technology"
  -introtext: "<p>Overcoming artificial intelligence (AI) bias has been among the leading challenges to the mainstream adoption of advanced AI applications. The recently developed TCAV technology can be a potential solution to AI bias that can catalyze AI adoption in earnest.</p>\r\n"
  -content: """
    \r\n
    <p>Artificial intelligence has been the talk of the tech town for a while now. And among the things that have been top-of-mind for tech experts, the need for quality data for AI and elimination of AI bias have been the leading areas of focus. Various methods have been explored for overcoming AI bias. While most of them have been focusing on improving the quality of data used to train AI, efforts to&nbsp;<a href="https://www.allerin.com/blog/peeking-into-the-black-box-of-ai" target="_blank" rel="nofollow noopener">demystify the black box of AI</a>&nbsp;have also been ongoing. And these ongoing efforts have resulted in tech giant Google developing TCAV (Testing with Concept Activation Vectors) technology as an effective way of overcoming AI bias. While this may be a major breakthrough, what's even better for the tech community is that the company has made the technology open-source. This means that TCAV can be used by other any AI researcher to improve their algorithms and gain more transparency into the inner workings of their AI applications.</p>\r\n
    <h2>What Leads to Artificial Intelligence and Machine Learning Bias</h2>\r\n
    <p>AI bias is mainly the product of two factors:</p>\r\n
    <ol>\r\n
    <li>biased, narrow, and low-quality datasets</li>\r\n
    <li>logically imperfect or flawed algorithms</li>\r\n
    </ol>\r\n
    <p>Many solutions are being developed for the data quality problem, such as using varied and broad training data sets from different sources and&nbsp;<a href="https://medium.com/fintechexplained/processing-data-to-improve-machine-learning-models-accuracy-de17c655dc8e" target="_blank" rel="nofollow noopener">processing data before feeding it to algorithms</a>. However, sometimes it may so happen that even a clean and well-curated datasets may yield inaccurate and biased results when processed by a machine learning algorithm. That's because there may be a flaw in the way that the algorithm process data. To fix this flawed logic, researchers must first be able to understand how the algorithms arrived at these inaccurate conclusions. And that has been the challenge for researchers over the years -- to know why the AI does what it does. And that puzzle is exactly what TCAV purports to solve.</p>\r\n
    <div class="slate-resizable-image-embed slate-image-embed__resize-full-width"><img src="https://media.licdn.com/dms/image/C4E12AQG9xlDpe8EJMw/article-inline_image-shrink_1500_2232/0?e=1574294400&amp;v=beta&amp;t=nRSb0P7voCbim1pVdkhcJ5Wpy4cF6V7OJdsbPc8Qexk" alt="No alt text provided for this image" data-media-urn="" data-li-src="https://media.licdn.com/dms/image/C4E12AQG9xlDpe8EJMw/article-inline_image-shrink_1500_2232/0?e=1574294400&amp;v=beta&amp;t=nRSb0P7voCbim1pVdkhcJ5Wpy4cF6V7OJdsbPc8Qexk" /></div>\r\n
    <h2>How TCAV Helps in Overcoming Artificial Intelligence Bias</h2>\r\n
    <p><a href="https://ai.google/research/pubs/pub47077" target="_blank" rel="nofollow noopener">Testing with Concept Activation Vectors</a>&nbsp;is a methodology that helps in identifying the combination of signals used by neural networks to give the output they give. This means that researchers can now understand which parameters in a dataset influenced the algorithm's decision the most. And understanding how AI agents reach a specific conclusion is the first step towards controlling the way they work.</p>\r\n
    <p>The use of TCAV to decipher the workings of neural networks is a major step towards overcoming AI bias. Refining this technology and making AI more transparent can have huge implications for AI safety and control. This can, in turn, expedite the mainstream adoption of AI in unprecedentedly complex applications.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1568634960 {#1145
    date: 2019-09-16 11:56:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1568635110 {#1150
    date: 2019-09-16 11:58:30.0 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: 3200
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1568634957 {#1148
    date: 2019-09-16 11:55:57.0 UTC (+00:00)
  }
  -metakey: ""
  -metadesc: "Overcoming artificial intelligence (AI) bias has been among the leading challenges to the mainstream adoption of advanced AI applications. The recently developed TCAV technology can be a potential solution to AI bias that can catalyze AI adoption in earnest."
  -robots: null
  -publishedAt: DateTime @1568634957 {#1147
    date: 2019-09-16 11:55:57.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 703895)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3ac3c1"

CookieController :: renderCookie (token = f3ec9b)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"07db8d"