{"id":15236,"date":"2018-06-05T14:02:33","date_gmt":"2018-06-05T14:02:33","guid":{"rendered":"https:\/\/www.techopedia.com\/definition\/variational-autoencoder\/"},"modified":"2018-06-05T14:02:33","modified_gmt":"2018-06-05T14:02:33","slug":"variational-autoencoder","status":"publish","type":"definition","link":"https:\/\/www.techopedia.com\/definition\/33285\/variational-autoencoder-vae","title":{"rendered":"Variational Autoencoder"},"content":{"rendered":"<h2><span id=\"what_does_variational_autoencoder_mean\">What Does Variational Autoencoder Mean?<\/span><\/h2>\n<p>A variational autoencoder is a specific type of neural network that helps to generate complex models based on data sets. In general, autoencoders are often talked about as a type of deep learning network that tries to reconstruct a model or match the target outputs to provided inputs through the principle of backpropagation.<\/p>\n<h2><span id=\"techopedia_explains_variational_autoencoder\">Techopedia Explains Variational Autoencoder<\/span><\/h2>\n<p>Variational autoencoders use probability modeling in a neural network system to provide the kinds of equilibrium that autoencoders are typically used to produce. The variational autoencoder works with an encoder, a decoder and a loss function. By reconstructing loss aspects, the system can learn to focus on desired likelihoods or outputs, for example, producing remarkable focus in image generation and image processing. For example, tests of these types of networks show their ability to reconstruct and render numerical digits from inputs.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>What Does Variational Autoencoder Mean? A variational autoencoder is a specific type of neural network that helps to generate complex models based on data sets. In general, autoencoders are often talked about as a type of deep learning network that tries to reconstruct a model or match the target outputs to provided inputs through the [&hellip;]<\/p>\n","protected":false},"author":7813,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_lmt_disableupdate":"","_lmt_disable":"","om_disable_all_campaigns":false,"footnotes":""},"definitioncat":[243,256],"class_list":["post-15236","definition","type-definition","status-publish","format-standard","hentry","definitioncat-artificial-intelligence","definitioncat-emerging-technology"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v24.2 (Yoast SEO v24.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is a Variational Autoencoder (VAE)? - Definition from Techopedia<\/title>\n<meta name=\"description\" content=\"This definition explains the meaning of Variational Autoencoder and why it matters.\" \/>\n<meta name=\"robots\" content=\"noindex, follow\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Variational Autoencoder\" \/>\n<meta property=\"og:description\" content=\"This definition explains the meaning of Variational Autoencoder and why it matters.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.techopedia.com\/definition\/33285\/variational-autoencoder-vae\" \/>\n<meta property=\"og:site_name\" content=\"Techopedia\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/techopedia\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@techopedia\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.techopedia.com\/definition\/33285\/variational-autoencoder-vae#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.techopedia.com\/definition\/33285\/variational-autoencoder-vae\"},\"author\":{\"name\":\"Margaret Rouse\",\"@id\":\"https:\/\/www.techopedia.com\/#\/schema\/person\/f5dd538e31ee352d105b8af36c4268a5\"},\"headline\":\"Variational Autoencoder\",\"datePublished\":\"2018-06-05T14:02:33+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.techopedia.com\/definition\/33285\/variational-autoencoder-vae\"},\"wordCount\":145,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.techopedia.com\/#organization\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.techopedia.com\/definition\/33285\/variational-autoencoder-vae#respond\"]}],\"articleSection\":\"\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.techopedia.com\/definition\/33285\/variational-autoencoder-vae\",\"url\":\"https:\/\/www.techopedia.com\/definition\/33285\/variational-autoencoder-vae\",\"name\":\"What is a Variational Autoencoder (VAE)? 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