{"id":5794,"date":"2022-11-10T09:24:24","date_gmt":"2022-11-10T09:24:24","guid":{"rendered":"https:\/\/www.visualon.com\/?p=5794"},"modified":"2022-12-23T01:26:23","modified_gmt":"2022-12-23T01:26:23","slug":"use-machine-learning-to-increase-streaming-efficiency","status":"publish","type":"post","link":"https:\/\/www.visualon.com\/index.php\/latest-news\/use-machine-learning-to-increase-streaming-efficiency\/","title":{"rendered":"Use Machine Learning to  Increase Streaming Efficiency"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;margin-bottom: 0px;margin-top: 0px;border-width: 0px 0px 0px 0px;border-color:#edeef2;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_2_3 2_3 fusion-two-third fusion-column-first\" style=\"width:66.666666666667%;width:calc(66.666666666667% - ( ( 4% ) * 0.66666666666667 ) );margin-right: 4%;margin-top:0px;margin-bottom:0px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><style type=\"text\/css\"><\/style><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"margin-top:30px;margin-bottom:31px;\"><h1 class=\"title-heading-left\" style=\"margin:0;\"><h1 class=\"entry-title fusion-responsive-typography-calculated\" data-fontsize=\"36\" data-lineheight=\"39.6px\">Use Machine Learning to Increase Streaming Efficiency<\/h1>\n<h1 class=\"epi-fontLg bwalignc\"><\/h1><\/h1><\/div><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"500\" image_height=\"300\" image_id=\"5796\" title=\"cb5111b6-cb96-8128-3c4f-5011a45b9764 (1)\" src=\"https:\/\/www.visualon.com\/wp-content\/uploads\/2022\/12\/cb5111b6-cb96-8128-3c4f-5011a45b9764-1.png\" class=\"img-responsive wp-image-5796\" srcset=\"https:\/\/www.visualon.com\/wp-content\/uploads\/2022\/12\/cb5111b6-cb96-8128-3c4f-5011a45b9764-1-200x120.png 200w, https:\/\/www.visualon.com\/wp-content\/uploads\/2022\/12\/cb5111b6-cb96-8128-3c4f-5011a45b9764-1-400x240.png 400w, https:\/\/www.visualon.com\/wp-content\/uploads\/2022\/12\/cb5111b6-cb96-8128-3c4f-5011a45b9764-1.png 500w\" sizes=\"(max-width: 970px) 100vw, 500px\" \/><\/span><\/br>\n<\/br><div class=\"fusion-text fusion-text-1\"><p>The adoption and proliferation of streaming video faces multiple challenges, most notably scale and quality. Artificial Intelligence (AI) and Machine Learning (ML) are increasingly being applied to perfect the streaming service and increase the delivery efficiency.<\/p>\n<p>While video quality is increasing with the adoption of high-resolution, high-frame rate video such as HD, UHD &amp; AR\/VR, the volume of video data is also growing, and the cost of bandwidth. CDN transfers and storage associated with video consumption is increasing every year, which highly impacts the Quality of Experience and streaming costs. Nowadays, video compression software leverages AI and ML to automate video compression. An ML-based algorithm that efficiently, automatically and optimally configures the encoder to achieve best results based on the input contents.<\/p>\n<p>Deploying and maintaining high-quality video services can be frustrating and cumbersome. It requires significant testing and troubleshooting to discover what is causing playback issues before you can even start to debug and qualify devices and streams. ML-powered automation tools can be used to pinpoint the exact moment when an issue occurs, and flag potential problems before they happen. It analyzes where rebuffering, frame drops or other errors occurred and marks those events for analysis and testing.<\/p>\n<p>We are still at the early stage applying AI and ML to video streaming, especially live video streaming. Classifying, recognizing objects, and recognizing faces are tasks that AI and ML should manage in the future, which can help solve problems, from protecting privacy to improving the quality of user experience.<\/p>\n<\/div><div class=\"fusion-clearfix\"><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_3 1_3 fusion-one-third fusion-column-last\" style=\"width:33.333333333333%;width:calc(33.333333333333% - ( ( 4% ) * 0.33333333333333 ) );margin-top:0px;margin-bottom:0px;\"><div class=\"fusion-column-wrapper fusion-flex-column-wrapper-legacy\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 50px;\"><div class=\"wpforms-container wpforms-container-full\" id=\"wpforms-3707\"><form id=\"wpforms-form-3707\" class=\"wpforms-validate wpforms-form\" data-formid=\"3707\" method=\"post\" enctype=\"multipart\/form-data\" action=\"\/index.php\/wp-json\/wp\/v2\/posts\/5794\" data-token=\"ebe10fa049326fb0235d66fc70b2d9d6\"><noscript class=\"wpforms-error-noscript\">Please enable JavaScript in your browser to complete this form.<\/noscript><div class=\"wpforms-field-container\"><div id=\"wpforms-3707-field_1-container\" class=\"wpforms-field wpforms-field-email\" data-field-id=\"1\"><label class=\"wpforms-field-label\" for=\"wpforms-3707-field_1\">Subscribe to get the latest news <span class=\"wpforms-required-label\">*<\/span><\/label><input type=\"email\" id=\"wpforms-3707-field_1\" class=\"wpforms-field-medium wpforms-field-required\" name=\"wpforms[fields][1]\" placeholder=\"Email Address\" required><\/div><\/div><div class=\"wpforms-field wpforms-field-hp\"><label for=\"wpforms-3707-field-hp\" class=\"wpforms-field-label\">Website<\/label><input type=\"text\" name=\"wpforms[hp]\" id=\"wpforms-3707-field-hp\" class=\"wpforms-field-medium\"><\/div><div class=\"wpforms-submit-container\" ><input type=\"hidden\" name=\"wpforms[id]\" value=\"3707\"><input type=\"hidden\" name=\"wpforms[author]\" value=\"11\"><button type=\"submit\" name=\"wpforms[submit]\" class=\"wpforms-submit \" id=\"wpforms-submit-3707\" value=\"wpforms-submit\" aria-live=\"assertive\" data-alt-text=\"Sending...\" data-submit-text=\"Subscribe\">Subscribe<\/button><\/div><\/form><\/div>  <!-- .wpforms-container --><div class=\"fusion-clearfix\"><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#edeef2;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-2{ padding-top : 0px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":11,"featured_media":5795,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[63],"tags":[199,206,205,176],"class_list":["post-5794","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-latest-news","tag-bandwidth-saving","tag-machinelearning","tag-optimizer","tag-videosolution"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v15.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Use Machine Learning to Increase Streaming Efficiency<\/title>\n<meta name=\"description\" content=\"The adoption and proliferation of streaming video faces multiple challenges, most notably scale and quality. Artificial Intelligence (AI) and Machine Learning (ML) are increasingly being applied to perfect the streaming service and increase the delivery efficiency.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.visualon.com\/index.php\/latest-news\/use-machine-learning-to-increase-streaming-efficiency\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Use Machine Learning to Increase Streaming Efficiency\" \/>\n<meta property=\"og:description\" content=\"The adoption and proliferation of streaming video faces multiple challenges, most notably scale and quality. Artificial Intelligence (AI) and Machine Learning (ML) are increasingly being applied to perfect the streaming service and increase the delivery efficiency.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.visualon.com\/index.php\/latest-news\/use-machine-learning-to-increase-streaming-efficiency\/\" \/>\n<meta property=\"og:site_name\" content=\"VisualOn\" \/>\n<meta property=\"article:published_time\" content=\"2022-11-10T09:24:24+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-12-23T01:26:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.visualon.com\/wp-content\/uploads\/2022\/12\/3.png\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"600\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@visualoninc\" \/>\n<meta name=\"twitter:site\" content=\"@visualoninc\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.visualon.com\/#website\",\"url\":\"https:\/\/www.visualon.com\/\",\"name\":\"VisualOn\",\"description\":\"Enjoy High-Quality Multimedia Anywhere\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":\"https:\/\/www.visualon.com\/?s={search_term_string}\",\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/www.visualon.com\/index.php\/latest-news\/use-machine-learning-to-increase-streaming-efficiency\/#primaryimage\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/www.visualon.com\/wp-content\/uploads\/2022\/12\/3.png\",\"width\":800,\"height\":600},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.visualon.com\/index.php\/latest-news\/use-machine-learning-to-increase-streaming-efficiency\/#webpage\",\"url\":\"https:\/\/www.visualon.com\/index.php\/latest-news\/use-machine-learning-to-increase-streaming-efficiency\/\",\"name\":\"Use Machine Learning to Increase Streaming Efficiency\",\"isPartOf\":{\"@id\":\"https:\/\/www.visualon.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.visualon.com\/index.php\/latest-news\/use-machine-learning-to-increase-streaming-efficiency\/#primaryimage\"},\"datePublished\":\"2022-11-10T09:24:24+00:00\",\"dateModified\":\"2022-12-23T01:26:23+00:00\",\"author\":{\"@id\":\"https:\/\/www.visualon.com\/#\/schema\/person\/fa94bb8bfc8063cd052909564c66e646\"},\"description\":\"The adoption and proliferation of streaming video faces multiple challenges, most notably scale and quality. Artificial Intelligence (AI) and Machine Learning (ML) are increasingly being applied to perfect the streaming service and increase the delivery efficiency.\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.visualon.com\/index.php\/latest-news\/use-machine-learning-to-increase-streaming-efficiency\/\"]}]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.visualon.com\/#\/schema\/person\/fa94bb8bfc8063cd052909564c66e646\",\"name\":\"savi\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\/\/www.visualon.com\/#personlogo\",\"inLanguage\":\"en-US\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/3c930b14f1b017158c663cee3068edd3?s=96&d=mm&r=g\",\"caption\":\"savi\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","_links":{"self":[{"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/posts\/5794","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/comments?post=5794"}],"version-history":[{"count":1,"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/posts\/5794\/revisions"}],"predecessor-version":[{"id":5797,"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/posts\/5794\/revisions\/5797"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/media\/5795"}],"wp:attachment":[{"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/media?parent=5794"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/categories?post=5794"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.visualon.com\/index.php\/wp-json\/wp\/v2\/tags?post=5794"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}