{"id":93403,"date":"2018-12-15T12:00:00","date_gmt":"2018-12-15T12:00:00","guid":{"rendered":"https:\/\/industry-science.com\/artikel\/edge-computing-from-the-perspective-of-artificial-intelligence\/"},"modified":"2018-12-15T12:00:00","modified_gmt":"2018-12-15T12:00:00","slug":"edge-computing-from-the-perspective-of-artificial-intelligence","status":"publish","type":"article","link":"https:\/\/industry-science.com\/en\/articles\/edge-computing-from-the-perspective-of-artificial-intelligence\/","title":{"rendered":"Edge Computing from the Perspective of Artificial Intelligence"},"content":{"rendered":"<p><!-- GITO PUB shortened content start --><\/p>\n<div class=\"gito-pub-frontend-post-protected\"><\/div>\n<p><!-- GITO PUB shortened content end --><\/p>\n<div style=\"display:block;text-align:center !important;margin:30px 0;\">\n<div style=\"display:inline-block;border:1px solid #555;padding:10px;max-width:600px;text-align:left;\">\n<h2 class=\"gito-pub-download-section\"><center>Access limited<\/center><\/h2>\n<p>You are currently <strong>not logged in \/ not yet registered<\/strong>.<\/p>\n<p>In order to download the desired file(s), you must be logged in and have an appropriate inclusive subscription. Alternatively, you can also obtain access by paying a one-off fee.<\/p>\n<div style=\"text-align:center;\">\n<table style=\"width:90% !important;margin-left:5% !important;\">\n<thead>\n<tr>\n<th>Subscription<\/th>\n<th style=\"text-align:center !important;\">included<\/th>\n<th style=\"text-align:right;\">Purchase<\/th>\n<tr><\/thead>\n<tbody>\n<tr>\n<td>without<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">29,00 \u20ac<\/td>\n<tr>\n<tr>\n<td>Digital<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">27,55 \u20ac<\/td>\n<tr>\n<tr>\n<td>Expert<\/td>\n<td style=\"text-align:center !important;\">&#8722;<\/td>\n<td style=\"text-align:right;\">26,10 \u20ac<\/td>\n<tr>\n<tr>\n<td>Professional<\/td>\n<td style=\"text-align:center !important;\"><span style=\"color:var(--company-color);font-weight:bold;font-size:16px;\">&#10003;<\/span><\/td>\n<td style=\"text-align:right;\">0,00 \u20ac<\/td>\n<tr><\/tbody>\n<\/table>\n<p><button style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-login-register-link gito-pub-reporting-abo-button\" data-targetabo=\"professional\" data-targeturl=\"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/93403\/\" data-type=\"abo-button-login\">Register \/ book subscription<\/button><a href=\"https:\/\/industry-science.com\/en\/checkout\/?add-to-cart=93403&#038;quantity=1\" style=\"font-size:14px;margin:10px;\" class=\"button gito-pub-reporting-abo-button\" data-type=\"abo-button-onetime\">Download for one time 29,00 \u20ac<\/a><\/p>\n<p><small>All prices include 7% VAT<\/small><\/p>\n<p><small>After purchasing access rights, you will automatically be redirected back to this page.<\/small><\/p>\n<\/div>\n<\/div>\n<\/div>\n<br>Potentials: <span class=\"gito-pub-tag-element\"><a href=\"\/potentials\/management-en\/\">Management<\/a><\/span> <div class=\"gito-pub-tags-social-share\" style=\"display:flex;justify-content:space-between;\"><div>Tags: <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/artificial-intelligence-en\/\">Artificial intelligence<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/datenschutz\/\">Datenschutz<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/datenschutz-en\/\">Datenschutz<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/edge-computing\/\">Edge Computing<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/edge-computing-en\/\">Edge Computing<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/kuenstliche-intelligenz-en\/\">K\u00fcnstliche Intelligenz<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/kuenstliche-intelligenz\/\">K\u00fcnstliche Intelligenz<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/machine-learning-is-the-key-technology-of-almost-every-instance-of-modern-artificial-intelligence-e\/\">Machine learning is the key technology of almost every instance of modern Artificial Intelligence. E<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/we-point-to-special-resource-efficient-learning-algorithms-and-discuss-small-remaining-risks-of-data\/\">we point to special resource-efficient learning algorithms and discuss small remaining risks of data<\/a><\/span> <span class=\"gito-pub-tag-element\"><a href=\"\/tag\/which-can-well-be-exploited-by-learning-in-deep-artificial-neural-networks-standard-machine-learnin\/\">which can well be exploited by learning in deep artificial neural networks. Standard machine learnin<\/a><\/span> <\/div><div><div class=\"social-icons share-icons share-row relative\" ><a href=\"whatsapp:\/\/send?text=Edge%20Computing%20from%20the%20Perspective%20of%20Artificial%20Intelligence - https:\/\/industry-science.com\/en\/articles\/edge-computing-from-the-perspective-of-artificial-intelligence\/\" data-action=\"share\/whatsapp\/share\" class=\"icon button circle is-outline tooltip whatsapp show-for-medium\" title=\"Share on WhatsApp\" aria-label=\"Share on WhatsApp\"><i class=\"icon-whatsapp\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/industry-science.com\/en\/articles\/edge-computing-from-the-perspective-of-artificial-intelligence\/\" data-label=\"Facebook\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip facebook\" title=\"Share on Facebook\" aria-label=\"Share on Facebook\" rel=\"noopener nofollow\"><i class=\"icon-facebook\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/x.com\/share?url=https:\/\/industry-science.com\/en\/articles\/edge-computing-from-the-perspective-of-artificial-intelligence\/\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip x\" title=\"Share on X\" aria-label=\"Share on X\" rel=\"noopener nofollow\"><i class=\"icon-x\" aria-hidden=\"true\"><\/i><\/a><a href=\"mailto:?subject=Edge%20Computing%20from%20the%20Perspective%20of%20Artificial%20Intelligence&body=Check%20this%20out%3A%20https%3A%2F%2Findustry-science.com%2Fen%2Farticles%2Fedge-computing-from-the-perspective-of-artificial-intelligence%2F\" class=\"icon button circle is-outline tooltip email\" title=\"Email to a Friend\" aria-label=\"Email to a Friend\" rel=\"nofollow\"><i class=\"icon-envelop\" aria-hidden=\"true\"><\/i><\/a><a href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&url=https:\/\/industry-science.com\/en\/articles\/edge-computing-from-the-perspective-of-artificial-intelligence\/&title=Edge%20Computing%20from%20the%20Perspective%20of%20Artificial%20Intelligence\" onclick=\"window.open(this.href,this.title,'width=500,height=500,top=300px,left=300px'); return false;\" target=\"_blank\" class=\"icon button circle is-outline tooltip linkedin\" title=\"Share on LinkedIn\" aria-label=\"Share on LinkedIn\" rel=\"noopener nofollow\"><i class=\"icon-linkedin\" aria-hidden=\"true\"><\/i><\/a><\/div><\/div><\/div><hr style=\"margin-top:0px;\">\n","protected":false},"excerpt":{"rendered":"<p>Machine learning is the key technology of almost every instance of modern Artificial Intelligence. Enormous datasets are produced in digitized industrial processes and in the Internet of Things, which can well be exploited by learning in deep artificial neural networks. Standard machine learning algorithms require these datasets to be centralized before learning a model. Several good reasons &#8211; ranging from data privacy over latency to economic efficiency &#8211; favor learning at the edge so that reasoning is fast and no local data is transferred. The article shows how decentralized learning works and how to evaluate it. Moreover, we point to special resource-efficient learning algorithms and discuss small remaining risks of data reconstruction.<\/p>\n","protected":false},"featured_media":96623,"menu_order":0,"template":"","categories":[],"tags":[79477,75297,79447,76695,79668,80025,4721,76696,76698,76697],"product_cat":[3300],"topic":[],"technology":[67790],"knowhow":[],"industry":[],"writer":[82921,82918,82920,82919,82922],"content-type":[],"potential":[68057],"solution":[],"glossary":[],"class_list":{"0":"post-93403","1":"article","2":"type-article","3":"status-publish","4":"has-post-thumbnail","6":"tag-artificial-intelligence-en","7":"tag-datenschutz","8":"tag-datenschutz-en","9":"tag-edge-computing","10":"tag-edge-computing-en","11":"tag-kuenstliche-intelligenz-en","12":"tag-kuenstliche-intelligenz","13":"tag-machine-learning-is-the-key-technology-of-almost-every-instance-of-modern-artificial-intelligence-e","14":"tag-we-point-to-special-resource-efficient-learning-algorithms-and-discuss-small-remaining-risks-of-data","15":"tag-which-can-well-be-exploited-by-learning-in-deep-artificial-neural-networks-standard-machine-learnin","16":"product_cat-article","17":"technology-artificial-intelligence","18":"writer-angi-voss-en","19":"writer-dirk-hecker-en","20":"writer-joachim-sicking-en","21":"writer-michael-mock-en","22":"writer-tim-wirtz-en","23":"potential-management-en","24":"product","25":"first","26":"instock","27":"downloadable","28":"virtual","29":"sold-individually","30":"taxable","31":"purchasable","32":"product-type-article"},"uagb_featured_image_src":{"full":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788.jpg",1400,788,false],"thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-150x150.jpg",150,150,true],"medium":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-666x375.jpg",666,375,true],"medium_large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-768x432.jpg",768,432,true],"large":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-1024x576.jpg",1020,574,true],"front-page-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-1032x320.jpg",1032,320,true],"post-entry":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-764x376.jpg",764,376,true],"post-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-392x320.jpg",392,320,true],"post-teaser-mobile":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-608x496.jpg",608,496,true],"post-custom-size":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-640x325.jpg",640,325,true],"whitepaper-teaser":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-274x376.jpg",274,376,true],"card-big":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-514x292.jpg",514,292,true],"card-portrait":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-320x440.jpg",320,440,true],"card-big-company":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-514x289.jpg",514,289,true],"gp-listing":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-196x180.jpg",196,180,true],"1536x1536":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788.jpg",1400,788,false],"2048x2048":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788.jpg",1400,788,false],"woocommerce_thumbnail":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-510x510.jpg",510,510,true],"woocommerce_single":["https:\/\/industry-science.com\/wp-content\/uploads\/2024\/03\/hecker_Edge-Computing-aus-Sicht-der-Kuenstlichen-Intelligenz_IM-2018-6-1400x788-510x287.jpg",510,287,true],"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Brocks","author_link":"https:\/\/industry-science.com\/en\/author\/"},"uagb_comment_info":0,"uagb_excerpt":"Machine learning is the key technology of almost every instance of modern Artificial Intelligence. Enormous datasets are produced in digitized industrial processes and in the Internet of Things, which can well be exploited by learning in deep artificial neural networks. Standard machine learning algorithms require these datasets to be centralized before learning a model. Several&hellip;","_links":{"self":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article\/93403","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/types\/article"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media\/96623"}],"wp:attachment":[{"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/media?parent=93403"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/categories?post=93403"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/tags?post=93403"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/product_cat?post=93403"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/topic?post=93403"},{"taxonomy":"technology","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/technology?post=93403"},{"taxonomy":"knowhow","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/knowhow?post=93403"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/industry?post=93403"},{"taxonomy":"writer","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/writer?post=93403"},{"taxonomy":"content-type","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/content-type?post=93403"},{"taxonomy":"potential","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/potential?post=93403"},{"taxonomy":"solution","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/solution?post=93403"},{"taxonomy":"glossary","embeddable":true,"href":"https:\/\/industry-science.com\/en\/wp-json\/wp\/v2\/glossary?post=93403"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}