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App\Entity\Article {#1094
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  -title: "Building the Right Artificial Intelligence Data Strategy"
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    <p>Using the right data strategy for artificial intelligence (AI) implementation will ensure a seamless flow of data into systems to generate accurate outputs.</p>\r\n
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    <p><a href="https://www.allerin.com/blog/6-hottest-ai-applications-that-will-blow-your-mind" target="_blank" rel="nofollow noopener">AI has found various applications</a>&nbsp;across almost every industry. These AI applications are fueled by data to function and provide outputs. The success of an AI system entirely depends on the relevance and accuracy of data that is fed in it. Hence, creating an appropriate data strategy is a prerequisite for building and deploying a successful AI model. Establishing a correct data strategy for AI implementation will enable a continuous stream of accurate data for input, which will enhance the operations and outputs provided by AI models.</p>\r\n
    <h2>How to Build the Right Data Strategy for Artificial Intelligence</h2>\r\n
    <p>The correct data strategy is the base for developing a successful AI system. Hence, companies must be aware of the basic guidelines to build the right AI data strategy.</p>\r\n
    <div class="slate-resizable-image-embed slate-image-embed__resize-full-width"><img src="https://media-exp1.licdn.com/dms/image/C4D12AQFprLjGspOA8A/article-inline_image-shrink_1500_2232/0?e=1598486400&amp;v=beta&amp;t=OBvdtGQQ_ypz66fF9_INq9n1OMbO1Tn-FBqhGN4Oxx8" alt="How to Build the Right Data Strategy for Artificial Intelligence" data-media-urn data-li-src="https://media-exp1.licdn.com/dms/image/C4D12AQFprLjGspOA8A/article-inline_image-shrink_1500_2232/0?e=1598486400&amp;v=beta&amp;t=OBvdtGQQ_ypz66fF9_INq9n1OMbO1Tn-FBqhGN4Oxx8" /></div>\r\n
    <h2>Define the Problem</h2>\r\n
    <p>There cannot be any solutions if there are no problems. Hence, businesses first need to determine the specific problems and use-cases where they want to implement AI. Identification of specific problems will help them collect relevant and accurate data based on the needs of AI systems to solve that problem. This will eliminate the collection of irrelevant data, which will further reduce the time required for cleansing data.</p>\r\n
    <h2>Acquire Data Constantly&nbsp;</h2>\r\n
    <p>AI systems require a constant flow of data. Hence, businesses should build strategies to collect new data consistently and merge them easily with existing data. This will help to avoid any data leakage. Companies need to accurately label all the current and newly acquired data for a seamless merger. Labeled data will help to categorize data, which will ease out the process of merging existing data with new data.</p>\r\n
    <h2>Determine Data Architecture&nbsp;</h2>\r\n
    <p>Organizations that have a diverse line of business often collect data from multiple sources. Such companies should create a data architecture to collect data from various sources and integrate them into meaningful ways. This will minimize the time required to prepare a dataset for training and feeding into AI systems. Thus, as a result, it will reduce the time for implementation and integration of AI models.</p>\r\n
    <h2>Establish Data Governance</h2>\r\n
    <p>The conclusions and outputs of AI systems entirely depend on the accuracy of the input data. Hence, businesses should ensure that the data collected to feed AI systems comes from a reliable and trustworthy source. They must also ensure that they are maintaining data privacy terms and abiding by all the standard laws while acquiring data.</p>\r\n
    <h2>Manage &amp; Secure Data</h2>\r\n
    <p>There are various&nbsp;<a href="https://www.theamegroup.com/security-breach/" target="_blank" rel="nofollow noopener">consequences to data breaches for companies</a>. But in context with AI models, loss of data will result in a complete breakdown of the systems. Also, if a backup is not available, acquiring raw data will require a lot of time. Hence businesses must ensure that their data pipeline is secure. They should develop cybersecurity strategies such as data-centric security and place firewalls for online data transmission to enhance security.</p>\r\n
    <p>Although every business in today’s digital world wants to use data optimally, most of them have not become data-driven yet. According to a survey, only&nbsp;<a href="https://newvantage.com/wp-content/uploads/2018/12/Big-Data-Executive-Survey-2019-Findings.pdf" target="_blank" rel="nofollow noopener">31% of employees of various blue-chip companies classify their organizations as data-driven</a>. The right data strategy for AI will reduce the efforts required to operate AI systems and generate insights with its analytics capabilities. This will help to use data optimally and assist businesses to become a data-driven organization.</p>\r\n
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    """
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    "class" => "Symfony\Component\Form\ResolvedFormType"
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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"
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  [
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    "function" => "require_once"
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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_CHARSET 
"ISO-8859-1,utf-8;q=0.7,*;q=0.7"
HTTP_ACCEPT_ENCODING 
"gzip, br, zstd, deflate"
HTTP_ACCEPT_LANGUAGE 
"en-us,en;q=0.5"
HTTP_CONNECTION 
"close"
HTTP_COOKIE 
"care_did=f56b6b2c-895e-45b0-b653-4d19671636d0; PHPSESSID=4lapm2enmr5imo8nijo2aitsm7"
HTTP_FORWARDED 
"for="18.117.11.119";host="rct.dev.bbntimes.com";proto=https"
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)"
HTTP_X_FORWARDED_FOR 
"18.117.11.119"
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"
PATH_INFO 
""
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 
"_path=_format%3Dhtml%26_locale%3Den%26_controller%3DApp%255CController%255CArticleController%253A%253ArelatedArticles"
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/building-the-right-artificial-intelligence-data-strategy"
REDIRECT_REDIRECT_SCRIPT_URL 
"/technology/building-the-right-artificial-intelligence-data-strategy"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7mRYLiBoyj8JZ8-HGx2AQAAABc"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/technology/building-the-right-artificial-intelligence-data-strategy"
REDIRECT_SCRIPT_URL 
"/technology/building-the-right-artificial-intelligence-data-strategy"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7mRYLiBoyj8JZ8-HGx2AQAAABc"
REDIRECT_URL 
"/public/technology/building-the-right-artificial-intelligence-data-strategy"
REMOTE_ADDR 
"127.0.0.1"
REMOTE_PORT 
"4816"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740214624
REQUEST_TIME_FLOAT 
1740214624.2929
REQUEST_URI 
"/_fragment?_path=_format%3Dhtml%26_locale%3Den%26_controller%3DApp%255CController%255CArticleController%253A%253ArelatedArticles"
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/building-the-right-artificial-intelligence-data-strategy"
SCRIPT_URL 
"/technology/building-the-right-artificial-intelligence-data-strategy"
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 
"Z7mRYLiBoyj8JZ8-HGx2AQAAABc"

Parent Request

Return to parent request (token = 1f650f)

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3673
  -links: [
    3794 => Symfony\Component\WebLink\Link {#3794
      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3792 => Symfony\Component\WebLink\Link {#3792
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3791 => Symfony\Component\WebLink\Link {#3791
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3790 => Symfony\Component\WebLink\Link {#3790
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3789 => Symfony\Component\WebLink\Link {#3789
      -href: "/build/view-more.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3788 => Symfony\Component\WebLink\Link {#3788
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3787 => Symfony\Component\WebLink\Link {#3787
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3786 => Symfony\Component\WebLink\Link {#3786
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3785 => Symfony\Component\WebLink\Link {#3785
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3784 => Symfony\Component\WebLink\Link {#3784
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3783 => Symfony\Component\WebLink\Link {#3783
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3782 => Symfony\Component\WebLink\Link {#3782
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3781 => Symfony\Component\WebLink\Link {#3781
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
  "category" => "technology"
  "slug" => "building-the-right-artificial-intelligence-data-strategy"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"b20eb3"
category 
"technology"
slug 
"building-the-right-artificial-intelligence-data-strategy"