GET https://rct.dev.bbntimes.com/science/machine-learning-and-data-science-are-unleashing-the-power-of-data

Response
200 OK
IP
18.117.109.187
Profiled on
Token
13fcaf

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 
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"article_show"
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"_security_main"
_stopwatch_token 
"668d02"
category 
"science"
slug 
"machine-learning-and-data-science-are-unleashing-the-power-of-data"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=mo4a8bcnhklo5u81pi2pmlsn4r; care_did=6aabd993-fa3e-4b20-bd87-1940d9fccc04"
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 
"Sat, 22 Feb 2025 13:15:31 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 
"13fcaf"

Cookies

Request Cookies

Key Value
PHPSESSID 
"mo4a8bcnhklo5u81pi2pmlsn4r"
care_did 
"6aabd993-fa3e-4b20-bd87-1940d9fccc04"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:13:43 +0000"
Last used 
"Sat, 22 Feb 25 13:14:11 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"c7obT5CUW4mCnTZbMWdlx1jWgEexD_8yfZ0Nd2gyrF0"
_csrf/https-cookie_accept 
"9U9xZtK3muWpcMpTtTSdDmYB-JVY1WgMiO_oebU0_84"

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"
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    "type" => "->"
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    "function" => "handleRaw"
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    "line" => 197
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    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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  [
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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      "/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" => "->"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/twig-bridge/AppVariable.php"
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      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
    ]
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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"
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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=mo4a8bcnhklo5u81pi2pmlsn4r; care_did=6aabd993-fa3e-4b20-bd87-1940d9fccc04"
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/science/machine-learning-and-data-science-are-unleashing-the-power-of-data"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/machine-learning-and-data-science-are-unleashing-the-power-of-data"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nN8pDyWLT8YV1VjBpQNAAAAJQ"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/machine-learning-and-data-science-are-unleashing-the-power-of-data"
REDIRECT_SCRIPT_URL 
"/science/machine-learning-and-data-science-are-unleashing-the-power-of-data"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nN8pDyWLT8YV1VjBpQNAAAAJQ"
REDIRECT_URL 
"/public/science/machine-learning-and-data-science-are-unleashing-the-power-of-data"
REMOTE_ADDR 
"18.117.109.187"
REMOTE_PORT 
"45717"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740230130
REQUEST_TIME_FLOAT 
1740230130.7446
REQUEST_URI 
"/science/machine-learning-and-data-science-are-unleashing-the-power-of-data"
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/science/machine-learning-and-data-science-are-unleashing-the-power-of-data"
SCRIPT_URL 
"/science/machine-learning-and-data-science-are-unleashing-the-power-of-data"
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 
"Z7nN8pDyWLT8YV1VjBpQNAAAAJQ"

Sub Requests 6

CookieController :: renderAnalysis (token = 56e77b)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"5d27a3"

AppController :: renderHeader (token = 245909)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"674c9c"
slug 
"home"

ArticleController :: trendingArticle (token = 6763c4)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"b1f5f2"
category 
"Science"

ArticleController :: relatedArticles (token = 5a3f4a)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"e72b6c"
current_article 
App\Entity\Article {#1094
  -id: 15138
  -title: "Machine Learning and Data Science Are Providing Strategic Insights"
  -slug: "machine-learning-and-data-science-are-unleashing-the-power-of-data"
  -introtext: "<p>In the digital age, data has emerged as the new currency.</p>\r\n"
  -content: """
    \r\n
    <p>Organizations across the globe are turning to <a href="technology/how-machine-learning-is-revolutionizing-customer-experience" target="_blank" rel="noopener">machine learning</a> and <a href="technology/guide-to-data-science-and-its-applications" target="_blank" rel="noopener">data science</a> to tap into its immense potential. Machine learning and data science are reshaping numerous industries, enabling smarter decision-making, improving customer experiences, and driving innovation to unprecedented heights.</p>\r\n
    <p>The convergence of machine learning and data science is reshaping industries, redefining business strategies, and propelling us into a data-driven future. Embracing these transformative technologies, while mindful of ethical considerations, is not just an option—it's a necessity for businesses looking to thrive in the dynamic landscape of the digital age.</p>\r\n
    <p>In this article, we delve into the extraordinary impact of machine learning and data science, unveiling how they are reshaping the business landscape and opening doors to a future fueled by data-driven insights.</p>\r\n
    <h2>1. Converting Raw Data into Strategic Insights</h2>\r\n
    <p><img src="/images/articles/global-economy/4_Ways_to_Tackle_the_Lack_of_Machine_Learning_Datasets.jpg" alt="4 Ways to Tackle the Lack of Machine Learning Datasets" width="600" height="337" /></p>\r\n
    <p>Machine learning and data science are the engines that <a href="https://www.mckinsey.com/industries/financial-services/our-insights/designing-a-data-transformation-that-delivers-value-right-from-the-start" target="_blank" rel="noopener">convert raw data into strategic insights</a>. Businesses can leverage historical data to predict future trends, customer behavior, and market dynamics with astonishing accuracy. This empowers them to stay ahead of the competition and make proactive decisions that drive growth.</p>\r\n
    <h2>2. Personalizing Customer Experiences</h2>\r\n
    <p>In today's customer-centric world, personalization is paramount. Machine learning and data science allow businesses to analyze vast amounts of customer data to understand preferences, buying patterns, and individual needs. This knowledge enables tailored marketing campaigns, personalized recommendations, and enhanced customer service, ultimately leading to stronger brand loyalty.</p>\r\n
    <h2>3. Transforming Healthcare and Biomedicine</h2>\r\n
    <p>Machine learning and data science are<a href="https://www.forbes.com/sites/bernardmarr/2023/03/02/revolutionizing-healthcare-the-top-14-uses-of-chatgpt-in-medicine-and-wellness/" target="_blank" rel="noopener"> revolutionizing the healthcare industry</a>. They assist in diagnosing diseases, predicting patient outcomes, and identifying potential drug candidates. With the power to analyze complex medical data swiftly, these technologies are accelerating medical research, improving patient care, and driving innovation in biomedicine.</p>\r\n
    <h2>4. Streamlining Operations and Efficiency</h2>\r\n
    <p>Incorporating machine learning and data science into operations can lead to substantial improvements in efficiency. Industries such as manufacturing, logistics, and supply chain management benefit from predictive maintenance, optimized inventory management, and streamlined processes, resulting in cost savings and increased productivity.</p>\r\n
    <h2>5. Uncovering Business Opportunities</h2>\r\n
    <p>Data-driven insights can uncover hidden business opportunities that might otherwise go unnoticed. Machine learning algorithms can analyze market trends, customer behavior, and emerging technologies, providing invaluable information to identify new revenue streams and innovate in previously unexplored areas.</p>\r\n
    <h2>6. Addressing Complex Challenges</h2>\r\n
    <p>Machine learning and data science tackle complex challenges across various domains, from climate change and environmental sustainability to fraud detection and cybersecurity. These technologies provide the tools to analyze large datasets, detect patterns, and develop predictive models that contribute to solving some of the world's most pressing issues.</p>\r\n
    <h2>7. Overcoming Ethical Considerations</h2>\r\n
    <p><img src="/images/articles/global-economy/3_Best_Practices_For_Predictive_Data_Modeling.jpeg" alt="3 Best Practices For Predictive Data Modeling" width="600" height="400" /></p>\r\n
    <p>While the potential of machine learning and data science is remarkable, there are ethical considerations to navigate, such as data privacy, bias in algorithms, and <a href="https://www.accenture.com/gb-en/services/applied-intelligence/ai-ethics-governance" target="_blank" rel="noopener">responsible AI deployment</a>. Businesses must prioritize ethics by design, ensuring that the benefits of these technologies are harnessed responsibly and inclusively.</p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1714068960 {#1145
    date: 2024-04-25 18:16:00.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1714069034 {#1150
    date: 2024-04-25 18:17:14.0 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: 4772
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1714068960 {#1148
    date: 2024-04-25 18:16:00.0 UTC (+00:00)
  }
  -metakey: "Machine Learning and Data Science Are Unleashing the Power of Data"
  -metadesc: "Machine learning and data science are reshaping numerous industries, enabling smarter decision-making, improving customer experiences, and driving innovation to unprecedented heights."
  -robots: null
  -publishedAt: DateTime @1714068960 {#1147
    date: 2024-04-25 18:16:00.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 41db66)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"bf3df7"

CookieController :: renderCookie (token = 7d1850)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"46c9fa"