GET https://rct.dev.bbntimes.com/companies/understanding-artificial-intelligence-machine-learning-and-deep-learning

Response
200 OK
IP
216.73.216.240
Profiled on
Token
509907

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 {#3600
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      -attributes: [
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    3718 => Symfony\Component\WebLink\Link {#3718
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      -attributes: [
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    }
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      -rel: [
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      ]
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    }
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      -rel: [
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      ]
      -attributes: [
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      ]
    }
    3713 => Symfony\Component\WebLink\Link {#3713
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      -rel: [
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      -attributes: [
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      ]
    }
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      -attributes: [
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      ]
    }
    3711 => Symfony\Component\WebLink\Link {#3711
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      -attributes: [
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      ]
    }
    3710 => Symfony\Component\WebLink\Link {#3710
      -href: "/build/term-condition-css.css"
      -rel: [
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      -attributes: [
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      ]
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    3709 => Symfony\Component\WebLink\Link {#3709
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      -attributes: [
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      ]
    }
    3708 => Symfony\Component\WebLink\Link {#3708
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      -attributes: [
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}
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"article_show"
_route_params 
[
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]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"cdbf18"
category 
"companies"
slug 
"understanding-artificial-intelligence-machine-learning-and-deep-learning"

Request Headers

Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=rhe03i7tiajv408u91bdmmpb31"
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 
"Fri, 20 Jun 2025 05:01:10 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 
"509907"

Cookies

Request Cookies

Key Value
PHPSESSID 
"rhe03i7tiajv408u91bdmmpb31"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Fri, 20 Jun 25 05:00:54 +0000"
Last used 
"Fri, 20 Jun 25 05:01:07 +0000"
Lifetime 
0

Session Attributes

Attribute Value
_csrf/https-comment 
"htq1RCkkB5sXyF_S_d_xUBKiExKvaHc0KN6yl8yOV1k"
_csrf/https-cookie_accept 
"QlaVKHAuP2pm65qNPQQ1XufdwYTfXIQyqr8K4jQdK_s"

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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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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    "args" => [
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    ]
    "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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    "function" => "getToken"
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    "function" => "doRender"
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
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    "function" => "handleRaw"
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  [
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    "function" => "handle"
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    "function" => "handle"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
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  [
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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"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/Debug/WrappedListener.php"
    "line" => 116
    "function" => "onKernelResponse"
    "class" => "Symfony\Component\Security\Http\Firewall\ContextListener"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/event-dispatcher/EventDispatcher.php"
    "line" => 220
    "function" => "__invoke"
    "class" => "Symfony\Component\EventDispatcher\Debug\WrappedListener"
    "type" => "->"
  ]
  [
    "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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  [
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\EventDispatcher"
    "type" => "->"
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  [
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
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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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    "function" => "handleRaw"
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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=rhe03i7tiajv408u91bdmmpb31"
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/companies/understanding-artificial-intelligence-machine-learning-and-deep-learning"
REDIRECT_REDIRECT_SCRIPT_URL 
"/companies/understanding-artificial-intelligence-machine-learning-and-deep-learning"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"aFTrFSKR-3etdTex4HmHHQAAANc"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/companies/understanding-artificial-intelligence-machine-learning-and-deep-learning"
REDIRECT_SCRIPT_URL 
"/companies/understanding-artificial-intelligence-machine-learning-and-deep-learning"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"aFTrFSKR-3etdTex4HmHHQAAANc"
REDIRECT_URL 
"/public/companies/understanding-artificial-intelligence-machine-learning-and-deep-learning"
REMOTE_ADDR 
"216.73.216.240"
REMOTE_PORT 
"52164"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1750395669
REQUEST_TIME_FLOAT 
1750395669.8135
REQUEST_URI 
"/companies/understanding-artificial-intelligence-machine-learning-and-deep-learning"
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/companies/understanding-artificial-intelligence-machine-learning-and-deep-learning"
SCRIPT_URL 
"/companies/understanding-artificial-intelligence-machine-learning-and-deep-learning"
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 
"aFTrFSKR-3etdTex4HmHHQAAANc"

Sub Requests 6

CookieController :: renderAnalysis (token = da336a)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"6369f6"

AppController :: renderHeader (token = 0f66d2)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"70b2f6"
slug 
"home"

ArticleController :: trendingArticle (token = 1dec51)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"0c9f94"
category 
"Companies"

ArticleController :: relatedArticles (token = 7f5ebb)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"bd5e8b"
current_article 
App\Entity\Article {#1094
  -id: 4917
  -title: "Understanding Artificial Intelligence, Machine Learning, and Deep Learning"
  -slug: "understanding-artificial-intelligence-machine-learning-and-deep-learning"
  -introtext: "<p><span style="font-weight: 400;">Technological change is the only constant in today’s business world, disrupting everything from large organizations to small start-ups. Disruption affects everyone, but will you be the </span><a href="companies/the-disrupted-or-the-disruptor-pick-one" target="_blank" rel="noopener"><span style="font-weight: 400;">disruptor or the disrupted?</span></a><span style="font-weight: 400;"> You must pay close attention to the </span><span style="font-weight: 400; color: #000000;">Hard Trends shaping the future</span><span style="font-weight: 400;"> of your industry, your business, and the outside world to identify opportunities used to innovate and grow rapidly, additionally using those Hard Trends to solve any problems your organization and customers might have </span><i><span style="font-weight: 400;">before </span></i><span style="font-weight: 400;">they occur.</span></p>\r\n"
  -content: """
    \r\n
    <h2><b>The Power of Shared Understandings and Definitions</b></h2>\r\n
    <p><span style="font-weight: 400;">The shared definition and understanding of the words we use is an issue in business. While several companies are on course to use artificial intelligence (AI), machine learning (ML), and deep learning (DL), others hardly understand the fundamental differences between these powerful technologies. How can one be successful, much less disruptive, when they themselves do not differentiate between AI, ML, and DL?</span></p>\r\n
    <p><span style="font-weight: 400;">Recently, technology company Sage conducted surveys pertaining to AI and individuals’ understanding of it. Unfortunately, 43% of respondents in the US and 47% of respondents in the UK indicated they had no idea what AI is capable of in business.</span></p>\r\n
    <p><span style="font-weight: 400;">In addition to under-education, many vendors rush different AI solutions to market before the ultimate decision-makers and buyers understand what they need or what the technology could actually do </span><i><span style="font-weight: 400;">for </span></i><span style="font-weight: 400;">their companies, causing confusion both internally and externally. Add in those other AI subcategories, ML and DL, and the convolution furthers.</span></p>\r\n
    <p><span style="font-weight: 400;">While advising leaders of different backgrounds around the world, I found that we all have different definitions of and understandings about AI and its counterparts. For example, I was invited to participate in a high-level strategy meeting regarding AI in Washington, DC, among experts from the Department of Defense, DARPA, and several major defense contractors.</span></p>\r\n
    <p><span style="font-weight: 400;">Before the meeting began, I heard discussions regarding what some were doing with deep learning, and others were talking about the results they received from machine learning. Wondering if we all mutually understood the discussion at hand, I asked one of the experts to give their definition of machine learning, asking another thereafter. By the third person, it was clear we all had different definitions for the same thing.</span></p>\r\n
    <p><span style="font-weight: 400;">A similar result occurred when I asked for the definition of deep learning, and, to my surprise, even the definition of artificial intelligence varied amongst the participants.</span></p>\r\n
    <p><span style="font-weight: 400;">If we are sharing how we apply a technology but with different definitions and understandings of what it actually is, we are not effectively communicating or collaborating. In actuality, we create more problems going forward. Therefore, in my example, we spent the next part of the meeting crafting definitions that everyone agreed on.</span></p>\r\n
    <h2><b>What Exactly Is AI ∙ Machine Learning ∙ Deep Learning</b></h2>\r\n
    <p><b>Artificial intelligence</b><span style="font-weight: 400;"> applies to computing systems designed to perform tasks usually reserved for human intelligence using logic, if-then rules, and decision trees. AI recognizes patterns from vast amounts of quality data providing insights, predicting outcomes, and making complex decisions.</span></p>\r\n
    <p><b>Machine learning</b><span style="font-weight: 400;"> is a subset of AI that utilizes advanced statistical techniques to enable computing systems to </span><i><span style="font-weight: 400;">improve at tasks with experience over time</span></i><span style="font-weight: 400;">. Chatbots like Amazon’s Alexa and Apple’s Siri improve every year thanks to constant use by consumers coupled with the machine learning that takes place in the background.</span></p>\r\n
    <p><b>Deep learning</b><span style="font-weight: 400;"> is a subset of machine learning that uses advanced algorithms to enable an AI system to </span><i><span style="font-weight: 400;">train itself to perform tasks</span></i><span style="font-weight: 400;"> by exposing multilayered neural networks to vast amounts of data. It then uses what it learns to recognize new patterns contained in the data. Learning can be </span><i><span style="font-weight: 400;">human-supervised learning</span></i><span style="font-weight: 400;">, </span><i><span style="font-weight: 400;">unsupervised learning,</span></i><span style="font-weight: 400;"> and/or </span><i><span style="font-weight: 400;">reinforcement learning, </span></i><span style="font-weight: 400;">like Google used with DeepMind to learn how to beat humans at the game Go.</span></p>\r\n
    <p><b>Autonomous computing </b><span style="font-weight: 400;">uses advanced AI tools like deep learning to enable systems to </span><i><span style="font-weight: 400;">be self-governing and capable of acting according to situational data without human command</span></i><span style="font-weight: 400;">. AI autonomy includes perception, high-speed analytics, machine-to-machine communications and movement. Autonomous vehicles use these features to pilot a vehicle without a human driver.</span></p>\r\n
    <p><b>Augmented thinking</b><span style="font-weight: 400;">: As AI becomes more integrated in objects, processes, products, and services, humans will augment their personal problem-solving and decision-making abilities with the insights AI provides.</span></p>\r\n
    <p><span style="font-weight: 400;">It is critical for leaders and employees alike to develop a firm understanding of the fundamental differences between AI, ML, and DL. The increasing levels of business insights that can be gained from a shared understanding of AI is evident when understanding exactly </span><i><span style="font-weight: 400;">how </span></i><span style="font-weight: 400;">these ever-growing, disruptive technologies can be harnessed by your organization.</span></p>\r\n
    <p><span style="font-weight: 400;">It is imperative for organizations and leaders to go beyond reacting quickly. Becoming anticipatory by paying attention to the Hard Trends that will happen and solving problems before they occur is imperative. Understanding AI technologies and how they build upon one another is a great start, helping your organization move swiftly into the future.</span></p>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1571319885 {#1145
    date: 2019-10-17 13:44:45.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1622738294 {#1150
    date: 2021-06-03 16:38:14.0 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: 11153
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1571319841 {#1148
    date: 2019-10-17 13:44:01.0 UTC (+00:00)
  }
  -metakey: ""
  -metadesc: "Technological change is the only constant in today’s business world, disrupting everything from large organizations to small start-ups. Disruption affects everyone, but will you be the disruptor or the disrupted? You must pay close attention to the Hard Trends shaping the future of your industry, your business, and the outside world to identify opportunities used to innovate and grow rapidly, additionally using those Hard Trends to solve any problems your organization and customers might have before they occur."
  -robots: null
  -publishedAt: DateTime @1571319841 {#1147
    date: 2019-10-17 13:44:01.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 3842df)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"3a29ac"

CookieController :: renderCookie (token = 659a4c)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"f02e42"