ArticleController :: show
Request
GET Parameters
None
POST Parameters
None
Uploaded Files
None
Request Attributes
Key | Value |
---|---|
_controller | "App\Controller\ArticleController::show" |
_firewall_context | "security.firewall.map.context.main" |
_links | Symfony\Component\WebLink\GenericLinkProvider {#3613 -links: [ 3734 => Symfony\Component\WebLink\Link {#3734 -href: "/build/runtime.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3732 => Symfony\Component\WebLink\Link {#3732 -href: "/build/644.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3731 => Symfony\Component\WebLink\Link {#3731 -href: "/build/502.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3730 => Symfony\Component\WebLink\Link {#3730 -href: "/build/app.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3729 => Symfony\Component\WebLink\Link {#3729 -href: "/build/view-more.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3728 => Symfony\Component\WebLink\Link {#3728 -href: "/build/term-condition.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3727 => Symfony\Component\WebLink\Link {#3727 -href: "/build/contact.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3726 => Symfony\Component\WebLink\Link {#3726 -href: "/build/scroll-infinite-article.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3725 => Symfony\Component\WebLink\Link {#3725 -href: "/build/app.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3724 => Symfony\Component\WebLink\Link {#3724 -href: "/build/cookie-style.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3723 => Symfony\Component\WebLink\Link {#3723 -href: "/build/term-condition-css.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3722 => Symfony\Component\WebLink\Link {#3722 -href: "/build/contact-css.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3721 => Symfony\Component\WebLink\Link {#3721 -href: "/build/comment-css.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } ] } |
_route | "article_show" |
_route_params | [ "category" => "technology" "slug" => "deep-learning-and-the-future-of-finance" ] |
_security_firewall_run | "_security_main" |
_stopwatch_token | "01f3c2" |
category | "technology" |
slug | "deep-learning-and-the-future-of-finance" |
Request Headers
Header | Value |
---|---|
accept | "*/*" |
accept-encoding | "gzip, br, zstd, deflate" |
connection | "close" |
cookie | "PHPSESSID=qn9oel8j1ojntl4sqodcdev34g" |
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 08:40:16 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 | "9037fd" |
Cookies
Request Cookies
Key | Value |
---|---|
PHPSESSID | "qn9oel8j1ojntl4sqodcdev34g" |
Response Cookies
No response cookies
Session 6
Session Metadata
Key | Value |
---|---|
Created | "Sat, 22 Feb 25 08:39:55 +0000" |
Last used | "Sat, 22 Feb 25 08:40:15 +0000" |
Lifetime | 0 |
Session Attributes
Attribute | Value |
---|---|
_csrf/https-comment | "85WzJXjtm1DskQ5O06An9MVZjRg4_tFySY6z1mc2isQ" |
_csrf/https-cookie_accept | "GQnLuAEPrlgJrxvrVHRhDRlFEgv225NI1T68Fq0HkbA" |
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
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:52
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Symfony\Component\Security\Csrf\TokenStorage\SessionTokenStorage:56
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Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
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current_article | App\Entity\Article {#1094 -id: 1583 -title: "Deep Learning, Cyber Security and Finance" -slug: "deep-learning-and-the-future-of-finance" -introtext: "<p class="p1"><span class="s1">The financial spectrum is widely complex with a plethora of factors influencing each other. More data scientists are entering the banking field developing sophisticated models. </span><span class="s2">Today, deep learning has come to play an integral role in many phases of the financial ecosystem from </span><span class="s1">portfolio construction to cyber security. </span></p>\r\n" -content: """ \r\n <p>The financial system is vital to any country as it directly focuses on the efficient functioning of the economy. The finance industry also provides a significant amount of employment to people across the globe. Apart from employing the masses, the finance industry also focuses on other parts of the human life such as loan provision for businesses to invest in ambitious ventures. Apart from providing enterprises with funding solutions, the finance industry also focuses on risk management services that arrive with pooling of funds. The deep learning technology focuses on capturing abstract concepts to assist machines in concluding better decisions. According to Dr. Yoshua Bengio in an <a href="https://www.techemergence.com/the-rise-of-neural-networks-and-deep-learning-in-our-everyday-lives-a-conversation-with-yoshua-bengio/" target="_blank" rel="nofollow noopener">interview to the Tech Emergence</a>, deep learning is a technology that can contribute to help people directly not just by building improved gadgets, but by directly influencing the human situation. Deep learning is an application that the pioneers in the finance industry are vying for to solve the current complex problems faced by them.</p>\r\n <div><img src="https://media.licdn.com/dms/image/C4D12AQGFkCJ_zcy8aA/article-inline_image-shrink_1000_1488/0?e=2123362800&v=beta&t=Ogx4T-yv_6pECLPO0-WgTACG2h8BRWe-u-DMX3Qhnqc" alt="" data-media-urn="urn:li:digitalmediaAsset:C4D12AQGFkCJ_zcy8aA" data-li-src="https://media.licdn.com/dms/image/C4D12AQGFkCJ_zcy8aA/article-inline_image-shrink_1000_1488/0?e=2123362800&v=beta&t=Ogx4T-yv_6pECLPO0-WgTACG2h8BRWe-u-DMX3Qhnqc" /></div>\r\n <h2><br /><span style="color: #10228b;">The Threat of Cyber Attacks in the Finance Industry </span></h2>\r\n <p>Despite transforming lives and corporations, the challenges faced by the financial institutions are still numerous. One of the multiple <a href="https://assets.kpmg.com/content/dam/kpmg/sg/pdf/2017/02/Ten-key-regulatory-challenges-facing-the-financial-services-industry.pdf" target="_blank" rel="nofollow noopener">challenges faced by the finance industry</a> is the ability to keep up with the consumer laws. Keeping up with such laws and maintaining efficient functioning is always a challenge for financial companies across the world.</p>\r\n <p>Another challenge commonly faced by financial organizations is the threat of a cyber-attack. Financial institutions are a prime target for attackers having the potential to make more money for the hackers. Apart from making monetary benefits, attackers are also focusing on targeting the information held by such organizations. When an attacker gets access to a financial organization’s information, the threat of data theft always exist. One of the reasons CTOs and CIOs of financial organizations are on their toes to counter such attacks is because of the increase in the frequency of cyber-attacks on financial institutions in the last few years.</p>\r\n <h2><span style="color: #10228b;">Countering Cyber Attacks with Deep learning </span></h2>\r\n <p>Deep learning is a technology that learns from algorithms and focuses on making decisions based on an intensive investigation of data. As of today, the amount of information available to businesses and people is in abundance. With so much data being available, deep learning that uses neural networks can assist financial organizations in countering the challenges faced by them in numerous ways.</p>\r\n <p>With deep learning algorithms, organizations can feed the machines with patterns that are similar to cyber-attacks that are common. By <a href="https://www.allerin.com/blog/4-algorithms-machine-learning-engineers-should-know" target="_blank" rel="nofollow noopener">learning from algorithms</a> and having the availability of tremendous amounts of training data, deep learning can assist machines in determining a scenario of a cyber-attack in its initial phase itself.</p>\r\n <p>Apart from merely using deep learning for countering cyber-attacks, the finance industry can leverage such technology even when they want to review commercial loans and form contracts accordingly. <a href="https://www.bloomberg.com/news/articles/2017-02-28/jpmorgan-marshals-an-army-of-developers-to-automate-high-finance" target="_blank" rel="nofollow noopener">JPMorgan Chase is leveraging deep learning</a> for the same purpose.</p>\r\n <p>Deep learning has numerous applications across several industries. CTOs and CIOs of financial organizations should now find better ways of hiring deep learning experts to work on pre-existing data to achieve accurate information. Apart from hiring deep learning experts, businesses can also try to educate their employees on how to work with such a dynamic technology. Organizations could also focus on how they can revamp their infrastructure to welcome the wave of deep learning in their industry.</p> """ -user: Proxies\__CG__\App\Entity\User {#1092 …} -createdAt: DateTime @1524164137 {#1145 : 2018-04-19 18:55:37.0 UTC (+00:00) } -updatedAt: DateTime @1524164328 {#1150 : 2018-04-19 18:58:48.0 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: 4289 -comments: Doctrine\ORM\PersistentCollection {#1125 …} -reviewed_at: DateTime @1524164140 {#1148 : 2018-04-19 18:55:40.0 UTC (+00:00) } -metakey: "" -metadesc: "The financial spectrum is widely complex with a plethora of factors influencing each other. More data scientists are entering the banking field developing sophisticated models. Today, deep learning\u{A0}has come to play an integral role in many phases of the financial ecosystem from portfolio construction to cyber security.\u{A0}" -robots: null -publishedAt: DateTime @1524164140 {#1147 : 2018-04-19 18:55:40.0 UTC (+00:00) } -canonical: null -superTag: null } |
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