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App\Entity\Article {#1094
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  -title: "Machine Learning in Archaeology: Unearthing the Secrets of the Past"
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  -introtext: "<p>Archaeology, as a discipline, is continually evolving with the integration of advanced technologies.</p>\r\n"
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    <p><a href="science/striking-a-balance-the-imperative-of-regulating-machine-learning" target="_blank" rel="noopener">Machine learning</a>, a subset of artificial intelligence (AI), has emerged as a powerful tool for archaeologists to analyze vast datasets, classify artifacts, and uncover hidden patterns from ancient civilizations.&nbsp;</p>\r\n
    <p>The integration of machine learning (ML) is gaining rapid traction among archaeologists seeking to analyze diverse datasets encompassing geospatial information, material culture, textual records, natural phenomena, and artistic expressions.</p>\r\n
    <p>This article explores the applications of machine learning in archaeology, its benefits, and the challenges faced in integrating these technologies into traditional archaeological methodologies.</p>\r\n
    <h2>Advantages of Machine Learning in&nbsp;Archaeology</h2>\r\n
    <p>By combining the expertise of archaeologists with the computational power of machine learning, we can unlock new insights into our shared human history.</p>\r\n
    <p><img src="/images/Machine_Learning_in_Archeology.png" alt="Machine_Learning_in_Archeology.png" width="900" height="585" /></p>\r\n
    <p><em><a href="https://www.cambridge.org/core/journals/advances-in-archaeological-practice/article/machine-learning-arrives-in-archaeology/418D14FD3BAA55A550D61D710A9A8CE0" target="_blank" rel="noopener">Source: University of Cambridge</a></em></p>\r\n
    <h3>1. Image Analysis and Object Recognition</h3>\r\n
    <p>Machine learning algorithms, particularly deep learning techniques like CNNs, have been instrumental in image analysis and object recognition in archaeology. We discuss how these algorithms aid in classifying artifacts, identifying pottery types, and reconstructing fragmented objects.</p>\r\n
    <h3>2. Site Prospection and Remote Sensing</h3>\r\n
    <p>Machine learning, coupled with remote sensing technologies like LiDAR and satellite imagery, revolutionizes archaeological site prospection. We explore how these tools enable the identification of buried structures, ancient roads, and settlement patterns with enhanced accuracy.</p>\r\n
    <h3>3. Text and Language Analysis</h3>\r\n
    <p>Natural language processing (NLP) techniques in machine learning facilitate the analysis of historical texts, inscriptions, and ancient scripts. We examine how NLP algorithms assist in translating ancient languages and extracting valuable information from texts.</p>\r\n
    <h3>4. Dating and Chronology</h3>\r\n
    <p>Machine learning algorithms have contributed to the development of more precise dating methods in archaeology. We discuss how these techniques help establish chronologies of historical periods and refine timelines of past events.</p>\r\n
    <h3>5. Predictive Modeling</h3>\r\n
    <p>The application of machine learning in predictive modeling aids archaeologists in determining potential excavation sites and optimizing resource allocation. We explore the benefits of predictive modeling for efficient archaeological fieldwork.</p>\r\n
    <h2>Challenges and Future Directions of Machine Learning in Archeology</h2>\r\n
    <p><img src="/images/Challenges_and_Future_Directions_of_Machine_Learning_in_Archeology.png" alt="Challenges_and_Future_Directions_of_Machine_Learning_in_Archeology.png" width="900" height="908" /></p>\r\n
    <p><em><a href="https://www.nature.com/articles/s41599-021-00970-z" target="_blank" rel="noopener">Source: Nature</a></em></p>\r\n
    <p>While machine learning offers tremendous potential in archaeology, we also acknowledge the challenges related to data quality, interpretability, and ethical considerations. We discuss potential solutions and outline the future directions for the integration of machine learning in archaeology.</p>\r\n
    <p>Machine learning presents a transformative approach to archaeology, empowering researchers to uncover hidden insights from the ancient past. The synergy between archaeologists and data scientists holds the key to unlocking the mysteries of our ancestors and preserving our rich cultural heritage for generations to come.</p>
    """
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    ]
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]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
Show trace 
[
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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 
"HandLtestDomainNameServer=HandLtestDomainValueServer; handl_url=https%3A%2F%2Fshamlatech.com%2Fwp-content%2Flitespeed%2Fcss%2F0f38eee12146f5560ae77403777e41de.css; user_agent=Mozilla%2F5.0%20AppleWebKit%2F537.36%20%28KHTML%2C%20like%20Gecko%3B%20compatible%3B%20ClaudeBot%2F1.0%3B%20%2Bclaudebot%40anthropic.com%29; handl_ip=3.129.26.49; handl_landing_page=https%3A%2F%2Fshamlatech.com%2Fwp-content%2Flitespeed%2Fcss%2F0f38eee12146f5560ae77403777e41de.css; handl_url_base=https%3A%2F%2Fshamlatech.com%2Fwp-content%2Flitespeed%2Fcss%2F0f38eee12146f5560ae77403777e41de.css; PHPSESSID=qo9eh07b9sq9ttul8l2r6pjskt"
HTTP_FORWARDED 
"for="3.129.26.49";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 
"3.129.26.49"
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/science/machine-learning-in-archaeology-unearthing-the-secrets-of-the-past"
REDIRECT_REDIRECT_SCRIPT_URL 
"/science/machine-learning-in-archaeology-unearthing-the-secrets-of-the-past"
REDIRECT_REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS 
"200"
REDIRECT_REDIRECT_UNIQUE_ID 
"Z7mQu7iBoyj8JZ8-HGx1LwAAAAA"
REDIRECT_SCRIPT_URI 
"https://rct.dev.bbntimes.com/science/machine-learning-in-archaeology-unearthing-the-secrets-of-the-past"
REDIRECT_SCRIPT_URL 
"/science/machine-learning-in-archaeology-unearthing-the-secrets-of-the-past"
REDIRECT_SSL_TLS_SNI 
"rct.dev.bbntimes.com"
REDIRECT_STATUS 
"200"
REDIRECT_UNIQUE_ID 
"Z7mQu7iBoyj8JZ8-HGx1LwAAAAA"
REDIRECT_URL 
"/public/science/machine-learning-in-archaeology-unearthing-the-secrets-of-the-past"
REMOTE_ADDR 
"127.0.0.1"
REMOTE_PORT 
"55637"
REQUEST_METHOD 
"GET"
REQUEST_SCHEME 
"https"
REQUEST_TIME 
1740214459
REQUEST_TIME_FLOAT 
1740214459.457
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/science/machine-learning-in-archaeology-unearthing-the-secrets-of-the-past"
SCRIPT_URL 
"/science/machine-learning-in-archaeology-unearthing-the-secrets-of-the-past"
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 
"Z7mQu7iBoyj8JZ8-HGx1LwAAAAA"

Parent Request

Return to parent request (token = f1b3e2)

Key Value
_controller 
"App\Controller\ArticleController::show"
_firewall_context 
"security.firewall.map.context.main"
_links 
Symfony\Component\WebLink\GenericLinkProvider {#3588
  -links: [
    3709 => Symfony\Component\WebLink\Link {#3709
      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3707 => Symfony\Component\WebLink\Link {#3707
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3706 => Symfony\Component\WebLink\Link {#3706
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3705 => Symfony\Component\WebLink\Link {#3705
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3704 => Symfony\Component\WebLink\Link {#3704
      -href: "/build/view-more.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3703 => Symfony\Component\WebLink\Link {#3703
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3702 => Symfony\Component\WebLink\Link {#3702
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3701 => Symfony\Component\WebLink\Link {#3701
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3700 => Symfony\Component\WebLink\Link {#3700
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3699 => Symfony\Component\WebLink\Link {#3699
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3698 => Symfony\Component\WebLink\Link {#3698
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3697 => Symfony\Component\WebLink\Link {#3697
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3696 => Symfony\Component\WebLink\Link {#3696
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route 
"article_show"
_route_params 
[
  "category" => "science"
  "slug" => "machine-learning-in-archaeology-unearthing-the-secrets-of-the-past"
]
_security_firewall_run 
"_security_main"
_stopwatch_token 
"2d8d8e"
category 
"science"
slug 
"machine-learning-in-archaeology-unearthing-the-secrets-of-the-past"