{"id":54818,"date":"2020-06-22T13:42:46","date_gmt":"2020-06-22T12:42:46","guid":{"rendered":"https:\/\/www.clickworker.com\/?page_id=54818"},"modified":"2022-11-23T10:00:58","modified_gmt":"2022-11-23T09:00:58","slug":"end-to-end-learning","status":"publish","type":"page","link":"https:\/\/www.clickworker.com\/ai-glossary\/end-to-end-learning\/","title":{"rendered":"End to End learning"},"content":{"rendered":"<section class=\"white section-space top_grey_separation_sm\">\r\n<div class=\"container\">\r\n<div class=\"row\">\r\n<div class=\"col-lg-6\">\r\n\r\n<span class=\"gl_letter_offcanvas gl_single\">E<\/span>\r\n<h1 class=\"section-headline pt-4 mt-1 mb-4\"><span class=\"gl_single_headline\">End to End learning <\/span><\/h1>\r\n<ul>\r\n \t<li><a href=\"#explanation\">Deep Learning \u2013 Short Explanation<\/a><\/li>\r\n \t<li><a href=\"#examples\">End to End learning &#8211; Examples<\/a><\/li>\r\n\r\n\r\n<\/ul>\r\n<\/div>\r\n\t\r\n<div class=\"col-lg-6\">\r\n\t\t\t <img decoding=\"async\" src=\"https:\/\/www.clickworker.com\/wp-content\/uploads\/2020\/06\/End-to-End-Learning.png\" alt=\"End to End learning \" class=\"gl_image max-width-100\"\/><\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section>\r\n\r\n\r\n<section class=\"gray section-space\">\r\n<div class=\"container\">\r\n<div class=\"row\">\r\n<div class=\"col-lg-12\">\r\n<h2 class=\"section-headline mb-4\" id=\"explanation\">End to End learning  \u2013 Short Explanation<\/h2>\r\n<p><strong>End to End learning<\/strong> in the context of AI and ML is a technique where the model learns all the steps between the initial input phase and the final output result. This is a deep learning process where all of the different parts are simultaneously trained instead of sequentially. \r\n<\/p>\r\n\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section>\r\n\r\n<section class=\"white section-space bottom_grey_separation_sm\">\r\n<div class=\"container\">\r\n<div class=\"row\">\r\n<div class=\"col-lg-12\">\r\n\r\n<h2 class=\"section-headline mb-4\" id=\"examples\">End to End learning &#8211; Examples<\/h2>\r\n<p>A good example of an end-to-end solution is the creation of a written transcript (output) from a recorded audio clip (input). Here, the model bypasses all the steps that occur in the middle and the emphasis is placed on the fact that it can handle the complete sequence of steps and tasks.<\/p>\r\n\r\n\r\n\r\n<blockquote>Tip: <br\/>clickworker provides you with high-quality input data, such as <a href=\"https:\/\/www.clickworker.com\/audio-datasets-and-voice-datasets-for-speech-recognition-training\/\">audio datasets<\/a>, to train your AI system optimally.<\/blockquote>\r\n\r\n\r\n\r\n<p>Another example of end-to-end learning in the context of ML is self-driving cars. Their systems are trained to automatically learn and process information using  a <a href=\"https:\/\/en.wikipedia.org\/wiki\/Convolutional_neural_network\" rel=\"noopener noreferrer\" target=\"_blank\">convolutional neural network<\/a> (CNN). In this case, systems use previously provided human input as guidance to complete tasks. \r\n\r\n<\/p>\r\n\r\n\r\n\t<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section>","protected":false},"excerpt":{"rendered":"<p>E End to End learning Deep Learning \u2013 Short Explanation End to End learning &#8211; Examples End to End learning \u2013 Short Explanation End to End learning in the context of AI and ML is a technique where the model learns all the steps between the initial input phase and the final output result. This [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"parent":54483,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"blank_with_breadcrumb.php","meta":{"footnotes":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>End to End learning - Term explanation in the AI glossary<\/title>\n<meta name=\"description\" content=\"End to End learning is a technique where the model learns all the steps between the initial input phase and the final output result.\" \/>\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.clickworker.com\/ai-glossary\/end-to-end-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"End to End learning - Term explanation in the AI glossary\" \/>\n<meta property=\"og:description\" content=\"End to End learning is a technique where the model learns all the steps between the initial input phase and the final output result.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.clickworker.com\/ai-glossary\/end-to-end-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"clickworker.com\" \/>\n<meta property=\"article:modified_time\" content=\"2022-11-23T09:00:58+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.clickworker.com\/wp-content\/uploads\/2020\/06\/End-to-End-Learning.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.clickworker.com\/ai-glossary\/end-to-end-learning\/\",\"url\":\"https:\/\/www.clickworker.com\/ai-glossary\/end-to-end-learning\/\",\"name\":\"End to End learning - 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