{"id":3580,"date":"2018-06-28T22:00:06","date_gmt":"2018-06-28T22:00:06","guid":{"rendered":"http:\/\/howk.de\/w1\/facebook-is-using-machine-learning-to-self-tune-its-myriad-services\/"},"modified":"2018-06-28T22:00:06","modified_gmt":"2018-06-28T22:00:06","slug":"facebook-is-using-machine-learning-to-self-tune-its-myriad-services","status":"publish","type":"post","link":"https:\/\/howk.de\/?p=3580","title":{"rendered":"Facebook is using machine learning to self-tune its myriad services"},"content":{"rendered":"<p>Regardless of what you may think of Facebook as a platform, they run a massive operation, and when you reach their level of scale you have to get more creative in how you handle every aspect of your computing environment. Engineers quickly reach the limits of human ability to track information, to the point that [&#8230;]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Regardless of what you may think of Facebook as a platform, they run a massive operation, and when you reach their level of scale you have to get more creative in how you handle every aspect of your computing environment. Engineers quickly reach the limits of human ability to track information, to the point that [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.9.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Facebook is using machine learning to self-tune its myriad services - Howk IT-Dienstleistungen<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/howk.de\/?p=3580\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Facebook is using machine learning to self-tune its myriad services - Howk IT-Dienstleistungen\" \/>\n<meta property=\"og:description\" content=\"Regardless of what you may think of Facebook as a platform, they run a massive operation, and when you reach their level of scale you have to get more creative in how you handle every aspect of your computing environment. Engineers quickly reach the limits of human ability to track information, to the point that [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/howk.de\/?p=3580\" \/>\n<meta property=\"og:site_name\" content=\"Howk IT-Dienstleistungen\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/howk.de\" \/>\n<meta property=\"article:published_time\" content=\"2018-06-28T22:00:06+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/howk.de\/?p=3580#article\",\"isPartOf\":{\"@id\":\"https:\/\/howk.de\/?p=3580\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/howk.de\/#\/schema\/person\/b029bd02d4f35dce869ef54c81a100c5\"},\"headline\":\"Facebook is using machine learning to self-tune its myriad services\",\"datePublished\":\"2018-06-28T22:00:06+00:00\",\"dateModified\":\"2018-06-28T22:00:06+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/howk.de\/?p=3580\"},\"wordCount\":65,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/howk.de\/#organization\"},\"articleSection\":[\"Hi Tech\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/howk.de\/?p=3580#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/howk.de\/?p=3580\",\"url\":\"https:\/\/howk.de\/?p=3580\",\"name\":\"Facebook is using machine learning to self-tune its myriad services - Howk IT-Dienstleistungen\",\"isPartOf\":{\"@id\":\"https:\/\/howk.de\/#website\"},\"datePublished\":\"2018-06-28T22:00:06+00:00\",\"dateModified\":\"2018-06-28T22:00:06+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/howk.de\/?p=3580#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/howk.de\/?p=3580\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/howk.de\/?p=3580#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/howk.de\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Facebook is using machine learning to self-tune its myriad services\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/howk.de\/#website\",\"url\":\"https:\/\/howk.de\/\",\"name\":\"Howk IT-Dienstleistungen\",\"description\":\"Howk IT Services - Howk IT-Dienstleistungen\",\"publisher\":{\"@id\":\"https:\/\/howk.de\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/howk.de\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/howk.de\/#organization\",\"name\":\"HowK\",\"url\":\"https:\/\/howk.de\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/howk.de\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/howk.de\/w1\/wp-content\/uploads\/2013\/12\/howk-logo.png\",\"contentUrl\":\"https:\/\/howk.de\/w1\/wp-content\/uploads\/2013\/12\/howk-logo.png\",\"width\":170,\"height\":170,\"caption\":\"HowK\"},\"image\":{\"@id\":\"https:\/\/howk.de\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/howk.de\",\"http:\/\/de.linkedin.com\/in\/howkde\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/howk.de\/#\/schema\/person\/b029bd02d4f35dce869ef54c81a100c5\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/howk.de\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/b5a20f4d07bca1b73f25cff58a1116c4?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/b5a20f4d07bca1b73f25cff58a1116c4?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"url\":\"https:\/\/howk.de\/?author=1\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Facebook is using machine learning to self-tune its myriad services - Howk IT-Dienstleistungen","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/howk.de\/?p=3580","og_locale":"en_US","og_type":"article","og_title":"Facebook is using machine learning to self-tune its myriad services - Howk IT-Dienstleistungen","og_description":"Regardless of what you may think of Facebook as a platform, they run a massive operation, and when you reach their level of scale you have to get more creative in how you handle every aspect of your computing environment. Engineers quickly reach the limits of human ability to track information, to the point that [&hellip;]","og_url":"https:\/\/howk.de\/?p=3580","og_site_name":"Howk IT-Dienstleistungen","article_publisher":"https:\/\/www.facebook.com\/howk.de","article_published_time":"2018-06-28T22:00:06+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/howk.de\/?p=3580#article","isPartOf":{"@id":"https:\/\/howk.de\/?p=3580"},"author":{"name":"admin","@id":"https:\/\/howk.de\/#\/schema\/person\/b029bd02d4f35dce869ef54c81a100c5"},"headline":"Facebook is using machine learning to self-tune its myriad services","datePublished":"2018-06-28T22:00:06+00:00","dateModified":"2018-06-28T22:00:06+00:00","mainEntityOfPage":{"@id":"https:\/\/howk.de\/?p=3580"},"wordCount":65,"commentCount":0,"publisher":{"@id":"https:\/\/howk.de\/#organization"},"articleSection":["Hi Tech"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/howk.de\/?p=3580#respond"]}]},{"@type":"WebPage","@id":"https:\/\/howk.de\/?p=3580","url":"https:\/\/howk.de\/?p=3580","name":"Facebook is using machine learning to self-tune its myriad services - Howk IT-Dienstleistungen","isPartOf":{"@id":"https:\/\/howk.de\/#website"},"datePublished":"2018-06-28T22:00:06+00:00","dateModified":"2018-06-28T22:00:06+00:00","breadcrumb":{"@id":"https:\/\/howk.de\/?p=3580#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/howk.de\/?p=3580"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/howk.de\/?p=3580#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/howk.de\/"},{"@type":"ListItem","position":2,"name":"Facebook is using machine learning to self-tune its myriad services"}]},{"@type":"WebSite","@id":"https:\/\/howk.de\/#website","url":"https:\/\/howk.de\/","name":"Howk IT-Dienstleistungen","description":"Howk IT Services - Howk IT-Dienstleistungen","publisher":{"@id":"https:\/\/howk.de\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/howk.de\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/howk.de\/#organization","name":"HowK","url":"https:\/\/howk.de\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/howk.de\/#\/schema\/logo\/image\/","url":"https:\/\/howk.de\/w1\/wp-content\/uploads\/2013\/12\/howk-logo.png","contentUrl":"https:\/\/howk.de\/w1\/wp-content\/uploads\/2013\/12\/howk-logo.png","width":170,"height":170,"caption":"HowK"},"image":{"@id":"https:\/\/howk.de\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/howk.de","http:\/\/de.linkedin.com\/in\/howkde"]},{"@type":"Person","@id":"https:\/\/howk.de\/#\/schema\/person\/b029bd02d4f35dce869ef54c81a100c5","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/howk.de\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/b5a20f4d07bca1b73f25cff58a1116c4?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b5a20f4d07bca1b73f25cff58a1116c4?s=96&d=mm&r=g","caption":"admin"},"url":"https:\/\/howk.de\/?author=1"}]}},"_links":{"self":[{"href":"https:\/\/howk.de\/index.php?rest_route=\/wp\/v2\/posts\/3580"}],"collection":[{"href":"https:\/\/howk.de\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/howk.de\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/howk.de\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/howk.de\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3580"}],"version-history":[{"count":0,"href":"https:\/\/howk.de\/index.php?rest_route=\/wp\/v2\/posts\/3580\/revisions"}],"wp:attachment":[{"href":"https:\/\/howk.de\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3580"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/howk.de\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3580"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/howk.de\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3580"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}