GET https://rct.dev.bbntimes.com/technology/5-ways-you-can-apply-machine-learning-to-solve-business-problems

Response
200 OK
IP
3.145.72.125
Profiled on
Token
7fa6c2

ArticleController :: show

Request

GET Parameters

None

POST Parameters

None

Uploaded Files

None

Request Attributes

Key Value
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"_security_main"
_stopwatch_token 
"81eb2a"
category 
"technology"
slug 
"5-ways-you-can-apply-machine-learning-to-solve-business-problems"

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Header Value
accept 
"*/*"
accept-encoding 
"gzip, br, zstd, deflate"
connection 
"close"
cookie 
"PHPSESSID=aho34r1jb2qnduodnusoo7mvgp"
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 13:26:02 GMT"
link 
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"7fa6c2"

Cookies

Request Cookies

Key Value
PHPSESSID 
"aho34r1jb2qnduodnusoo7mvgp"

Response Cookies

No response cookies

Session 6

Session Metadata

Key Value
Created 
"Sat, 22 Feb 25 13:25:36 +0000"
Last used 
"Sat, 22 Feb 25 13:26:00 +0000"
Lifetime 
0

Session Attributes

Attribute Value
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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" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "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" => "->"
  ]
  [
    "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"
    "type" => "->"
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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"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "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" => "->"
  ]
  [
    "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"
    "line" => 103
    "function" => "getToken"
    "class" => "Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Extension/CoreExtension.php"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/var/cache/dev/twig/a4/a456f2f504a18cd81037fa69e543310c.php"
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    "function" => "twig_get_attribute"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/Template.php"
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    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "renderHeader"
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    "function" => "handleRaw"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpCache/SubRequestHandler.php"
    "line" => 86
    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\HttpKernel"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/Fragment/InlineFragmentRenderer.php"
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    "function" => "display"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/twig/twig/src/TemplateWrapper.php"
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    "function" => "render"
    "class" => "Twig\Template"
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    "function" => "render"
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    "function" => "render"
    "class" => "Twig\Environment"
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    "line" => 453
    "function" => "doRenderView"
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    "line" => 253
    "function" => "doRender"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/src/Controller/ArticleController.php"
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    "function" => "render"
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    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 181
    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
  ]
  [
    "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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  [
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    "function" => "handle"
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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"
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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"
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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" => "->"
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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"
    "type" => "->"
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    "function" => "dispatch"
    "class" => "Symfony\Component\EventDispatcher\Debug\TraceableEventDispatcher"
    "type" => "->"
  ]
  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/http-kernel/HttpKernel.php"
    "line" => 202
    "function" => "filterResponse"
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    "type" => "->"
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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=aho34r1jb2qnduodnusoo7mvgp"
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/5-ways-you-can-apply-machine-learning-to-solve-business-problems"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/5-ways-you-can-apply-machine-learning-to-solve-business-problems"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7nQaZDyWLT8YV1VjBpT2QAAAIY"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/5-ways-you-can-apply-machine-learning-to-solve-business-problems"
REDIRECT_SCRIPT_URL 
"/technology/5-ways-you-can-apply-machine-learning-to-solve-business-problems"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7nQaZDyWLT8YV1VjBpT2QAAAIY"
REDIRECT_URL 
"/public/technology/5-ways-you-can-apply-machine-learning-to-solve-business-problems"
REMOTE_ADDR 
"3.145.72.125"
REMOTE_PORT 
"13753"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740230761
REQUEST_TIME_FLOAT 
1740230761.8608
REQUEST_URI 
"/technology/5-ways-you-can-apply-machine-learning-to-solve-business-problems"
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/5-ways-you-can-apply-machine-learning-to-solve-business-problems"
SCRIPT_URL 
"/technology/5-ways-you-can-apply-machine-learning-to-solve-business-problems"
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 
"Z7nQaZDyWLT8YV1VjBpT2QAAAIY"

Sub Requests 6

CookieController :: renderAnalysis (token = aa6e8e)

Key Value
_controller 
"App\Controller\CookieController::renderAnalysis"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"375ac6"

AppController :: renderHeader (token = de2abd)

Key Value
_controller 
"App\Controller\AppController::renderHeader"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"708dbb"
slug 
"home"

ArticleController :: trendingArticle (token = a864c4)

Key Value
_controller 
"App\Controller\ArticleController::trendingArticle"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"1d8dc0"
category 
"Technology"

ArticleController :: relatedArticles (token = fe909b)

Key Value
_controller 
"App\Controller\ArticleController::relatedArticles"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"79244e"
current_article 
App\Entity\Article {#1094
  -id: 3165
  -title: "5 Ways You Can Apply Machine Learning to Solve Business Problems"
  -slug: "5-ways-you-can-apply-machine-learning-to-solve-business-problems"
  -introtext: """
    <div id="ember83" class="ember-view">\r\n
    <div class="reader-article-content" dir="ltr">\r\n
    <p>By leveraging the various applications of machine learning (ML), businesses can now solve numerous problems that require extensive data with high volume and complexity.</p>\r\n
    """
  -content: """
    \r\n
    <p>One of the biggest differences between the businesses that are at the top of their respective industries and the ones struggling to gain a foothold in the market is the ability to gather and use data. Businesses that are at the top of their game are the ones that collect data from various sources, analyze it, and use it as intelligence to improve business performance. These businesses invest in technologies like big data and ML to deal with increasingly voluminous and complex data that they use to solve business problems, as they constantly seek to grow. Following are five ways businesses are applying ML in business problems, and you can too:</p>\r\n
    <h2>Uses of Machine Learning in business problems</h2>\r\n
    <div class="slate-resizable-image-embed slate-image-embed__resize-full-width"><img src="https://media.licdn.com/dms/image/C4E12AQGV-jpC4APDWA/article-inline_image-shrink_1000_1488/0?e=1550102400&amp;v=beta&amp;t=AEYu2INY5ye_UEw7Rc0-tsNOBIt1phEGLuMYjmhtA2Y" alt="" data-media-urn="" data-li-src="https://media.licdn.com/dms/image/C4E12AQGV-jpC4APDWA/article-inline_image-shrink_1000_1488/0?e=1550102400&amp;v=beta&amp;t=AEYu2INY5ye_UEw7Rc0-tsNOBIt1phEGLuMYjmhtA2Y" /></div>\r\n
    <h2>1. Identifying and Categorizing Content</h2>\r\n
    <p>ML algorithms that are trained with an adequate amount of quality data can be highly adept at making sense of highly unstructured data, such as text written in everyday language, or objects in images. This ability can help businesses understand customer sentiments from social media communications, by measuring the ratio of positive to negative comments. It can also be used to&nbsp;<a href="https://www.fastcompany.com/40428910/facebooks-image-recognition-tech-is-teaching-40000-images-a-second-to-understand-context" target="_blank" rel="nofollow noopener"><span style="text-decoration: underline;">identify and categorize images based on its contents</span></a>, as is being done by Facebook for its platform.</p>\r\n
    <h2>2. Monitoring Consumer Behavior</h2>\r\n
    <p>Businesses are usually unable to run highly effective advertising campaigns, mostly due to their lack of knowledge of consumer behavior. Machine learning models can be trained to identify different customers and track their behavior online. This enables businesses to effectively manage social media ad campaigns to maximize customer engagement. ML can also automate ad bidding on different platforms for maximum cost-effectiveness, ensuring value is extracted from every penny invested in advertising.</p>\r\n
    <h2>3. Curating Recommendations</h2>\r\n
    <p>One of the biggest problems faced by businesses is identifying specific customer needs. Machine learning algorithms can analyze online user behavior to identify their likes and preferences. This information can be used by businesses to show the customers highly relevant marketing communications. Targeted advertising increases the likelihood of customers being interested in the business’s offerings, which leads to a higher likelihood of a sale. Netflix uses machine learning to identify the tastes of every user by analyzing a number of variables such as their viewing history, age, gender, nationality, etc. and gives them highly specific show and movie recommendations. This application is also used by many online marketplaces to keep their users interested.</p>\r\n
    <h2>4. Improving Customer Relations</h2>\r\n
    <p>Customer relationship management (CRM) is another area where ML can solve businesses’ problems. By analyzing multiple variables to determine how satisfied customers whenever they interact with a brand. Different businesses monitor different data points and run them through machine learning algorithms to evaluate their CRM initiatives and efforts. Gaining feedback from these algorithms and tweaking their customer experience helps businesses ensure maximum customer engagement. Machine learning can also improve AI&nbsp;<a href="https://www.allerin.com/blog/chatbots-for-conversational-commerce" target="_blank" rel="nofollow noopener"><span style="text-decoration: underline;">chatbots for conversational commerce</span></a>, by making them more human in their interactions.</p>\r\n
    <h2>5. Predictive Maintenance</h2>\r\n
    <p>Machine learning can also help businesses maintain fixed, physical assets such as vehicles and machinery. Businesses engaged in manufacturing use predictive maintenance powered by machine learning to identify early signs of mechanical failure in equipment. This leads to timely maintenance activities that minimize the need for extensive stoppages. Such applications have allowed manufacturers to save heavily on maintenance costs and maximize operational efficiency.</p>\r\n
    <p>Thoughtful use of ML in business problems can lead to the accrual of benefits that compound into massive gains in the long run. Businesses should not only seek existing use cases for ML to follow, but also proactively seek new areas of applications where ML can play more strategic roles.&nbsp;</p>\r\n
    </div>\r\n
    </div>
    """
  -user: Proxies\__CG__\App\Entity\User {#1092 …}
  -createdAt: DateTime @1544801739 {#1145
    date: 2018-12-14 15:35:39.0 UTC (+00:00)
  }
  -updatedAt: DateTime @1544805626 {#1150
    date: 2018-12-14 16:40:26.0 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: 7282
  -comments: Doctrine\ORM\PersistentCollection {#1125 …}
  -reviewed_at: DateTime @1544801736 {#1148
    date: 2018-12-14 15:35:36.0 UTC (+00:00)
  }
  -metakey: ""
  -metadesc: "By leveraging the various applications of machine learning (ML), businesses can now solve numerous problems that require extensive data with high volume and complexity."
  -robots: null
  -publishedAt: DateTime @1544801736 {#1147
    date: 2018-12-14 15:35:36.0 UTC (+00:00)
  }
  -canonical: null
  -superTag: null
}

AppController :: renderFooter (token = 8a7f94)

Key Value
_controller 
"App\Controller\AppController::renderFooter"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"c2caaf"

CookieController :: renderCookie (token = 0335ce)

Key Value
_controller 
"App\Controller\CookieController::renderCookie"
_format 
"html"
_locale 
"en"
_stopwatch_token 
"4372e7"