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 {#3629 -links: [ 3750 => Symfony\Component\WebLink\Link {#3750 -href: "/build/runtime.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3748 => Symfony\Component\WebLink\Link {#3748 -href: "/build/644.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3747 => Symfony\Component\WebLink\Link {#3747 -href: "/build/502.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3746 => Symfony\Component\WebLink\Link {#3746 -href: "/build/app.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3745 => Symfony\Component\WebLink\Link {#3745 -href: "/build/view-more.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3744 => Symfony\Component\WebLink\Link {#3744 -href: "/build/term-condition.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3743 => Symfony\Component\WebLink\Link {#3743 -href: "/build/contact.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3742 => Symfony\Component\WebLink\Link {#3742 -href: "/build/scroll-infinite-article.js" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "script" ] } 3741 => Symfony\Component\WebLink\Link {#3741 -href: "/build/app.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3740 => Symfony\Component\WebLink\Link {#3740 -href: "/build/cookie-style.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3739 => Symfony\Component\WebLink\Link {#3739 -href: "/build/term-condition-css.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3738 => Symfony\Component\WebLink\Link {#3738 -href: "/build/contact-css.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } 3737 => Symfony\Component\WebLink\Link {#3737 -href: "/build/comment-css.css" -rel: [ "preload" => "preload" ] -attributes: [ "as" => "style" ] } ] } |
_route | "article_show" |
_route_params | [ "category" => "technology" "slug" => "transformational-machine-learning-tml-enables-ai-powered-applications-to-think-like-humans" ] |
_security_firewall_run | "_security_main" |
_stopwatch_token | "7b093f" |
category | "technology" |
slug | "transformational-machine-learning-tml-enables-ai-powered-applications-to-think-like-humans" |
Request Headers
Header | Value |
---|---|
accept | "*/*" |
accept-encoding | "gzip, br, zstd, deflate" |
connection | "close" |
cookie | "PHPSESSID=d755sikqb03ml50rbepj0s71qr" |
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, 21 Jun 2025 17:16:17 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 | "2d90e6" |
Cookies
Request Cookies
Key | Value |
---|---|
PHPSESSID | "d755sikqb03ml50rbepj0s71qr" |
Response Cookies
No response cookies
Session 6
Session Metadata
Key | Value |
---|---|
Created | "Sat, 21 Jun 25 17:16:13 +0000" |
Last used | "Sat, 21 Jun 25 17:16:13 +0000" |
Lifetime | 0 |
Session Attributes
Attribute | Value |
---|---|
_csrf/https-comment | "coRu9xlrNfKkT0lZ9z1iolpflhKh8zVKv4pResIO2Y0" |
_csrf/https-cookie_accept | "6GquqUMi1x9r6j7vEhOza0LPxAp4zIP6clUkRVWowmU" |
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: 12211 -title: "Transformational Machine Learning (TML) Enables AI-Powered Applications to Think Like Humans" -slug: "transformational-machine-learning-tml-enables-ai-powered-applications-to-think-like-humans" -introtext: "<p>Transformational Machine Learning (TML) has the power to further enhance AI technology.</p>\r\n" -content: """ \r\n <p>It provides AI-powered applications with capabilities that can enable them to think like humans.</p>\r\n <p class="text-muted"><a href="science/what-is-the-difference-between-the-learning-curve-of-machine-learning-and-artificial-intelligence" target="_blank" rel="noopener">Artificial</a><a href="science/artificial-intelligence-vs-machine-learning-vs-artificial-neural-networks-vs-deep-learning" target="_blank" rel="noopener"> intelligence (AI) and machine learning (ML) tasks are different</a>. But almost all <a href="science/the-journey-of-artificial-intelligence-and-machine-learning" target="_blank" rel="noopener">ML and AI </a>tasks rely on inherent characteristics to describe instances. When there are widely established ML challenges (tasks), these attributes can be transformed into external details by first training ML on those other activities and then empowering them to make judgments for every example of a successful goal, thus resulting in a unique depiction. This is referred to as Transformational Machine Learning (TML).</p>\r\n <h2>Emulating Human Intelligence with Transformational Machine Learning</h2>\r\n <p>It is a never-ending quest to create machines with fully human-like learning capacities and cognitive machines that can understand and comprehend like humans. For example, we can still play an instrument skillfully with our eyes closed. However, an artificial intelligence system playing the device in a different setting (i.e., with its "eyes" closed) may not be as successful.</p>\r\n <p><img src="/images/Transformational_Machine_Learning_Applications.png" alt="Transformational_Machine_Learning_Applications.png" width="800" height="797" /></p>\r\n <p>To create the machine learning we know today, we got ideas from the architecture of the human brain. The concept of neurotransmitters in machine learning has common qualities to the genetic nerve cells. A human brain has around <a href="https://dana.org/article/neurotransmitters/" target="_blank" rel="noopener">86 billion neurotransmitters</a>, each of which is connected to other nerve cells. When stimulated, human sensory neurons produce a pulse and convey information to other nerves. The machine learning computational model, like the human brain, is made up of interdependent cells. A neuron becomes active when it accepts inputs and transmits information to specific other cells. The flexibility of our minds helps us learn and develop our abilities. We create and reinforce neural connections every moment we discover something new. That's why practicing a task makes us stronger at it.</p>\r\n <p>Recent breakthroughs in Transformational Machine Learning (TML) have wowed the press by achieving astounding accomplishments, such as identifying objects accurately, outperforming top <a href="https://www.wired.com/story/deepmind-beats-pros-starcraft-another-triumph-bots/" target="_blank" rel="noopener">StarCraft</a> gamers, and identifying breast cancer more quickly and accurately than physicians, among others.</p>\r\n <p>TML is a machine learning method that can execute tasks effectively smarter than people, reaching the standard of achievement that matches or even surpasses human capabilities. These are solely built to perform in their particular purposes, no matter how stunning they appear. We're still a long way off from creating artificial human intelligence. These TML systems are different from human intelligence in critical respects, notwithstanding their genetic motivation and technological accomplishments, such as:</p>\r\n <ul>\r\n <li>\r\n <p>Explaining and comprehending difficulties to understand and think like a human</p>\r\n </li>\r\n <li>\r\n <p>Attempting to learn for intellectual growth</p>\r\n </li>\r\n <li>\r\n <p>Applying what is already learned to new work and circumstances</p>\r\n </li>\r\n </ul>\r\n <p>Scientists have devised a statistical and neuronal basis for human meta-relevance feedback. When it comes to thinking, humans can respond to unpredictability. The goal of scientists is to create a model that can generate decisions to solve long-standing problems that humans can. Their findings have raised the potential that technological advancements would lead to the creation of increasingly human-like machines with Transformational Machine Learning.</p> """ -user: Proxies\__CG__\App\Entity\User {#1092 …} -createdAt: DateTime @1699980060 {#1145 : 2023-11-14 16:41:00.0 UTC (+00:00) } -updatedAt: DateTime @1699980127 {#1150 : 2023-11-14 16:42:07.0 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: 2735 -comments: Doctrine\ORM\PersistentCollection {#1125 …} -reviewed_at: DateTime @1699980060 {#1148 : 2023-11-14 16:41:00.0 UTC (+00:00) } -metakey: "Transformational Machine Learning (TML) Enables AI-Powered Applications to Think Like Humans" -metadesc: "Transformational Machine Learning\u{A0} (TML) has the power to further enhance AI technology." -robots: null -publishedAt: DateTime @1699980060 {#1147 : 2023-11-14 16:41:00.0 UTC (+00:00) } -canonical: null -superTag: null } |
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