--- title: Conditional Variational Autoencoders with Learnable... description: This article discusses conditional variational autoencoders (CVAE) and introduces the concept of learnable conditional embeddings in CVAE models. It... canonical: https://daily.dev/posts/conditional-variational-autoencoders-with-learnable-conditional-embeddings-iknwu1z61 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Conditional Variational Autoencoders with Learnable Conditional Embeddings | daily.dev og:description: This article discusses conditional variational autoencoders (CVAE) and introduces the concept of learnable conditional embeddings in CVAE models. It... og:url: https://daily.dev/posts/conditional-variational-autoencoders-with-learnable-conditional-embeddings-iknwu1z61 og:image: https://api.daily.dev/og/posts/ikNWU1Z61.png og:image:alt: Conditional Variational Autoencoders with Learnable Conditional Embeddings og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Conditional Variational Autoencoders with Learnable Conditional Embeddings **[Towards Data Science](https://daily.dev/sources/tds)** · 12 min read · 0 upvotes · 0 comments ## Summary This article discusses conditional variational autoencoders (CVAE) and introduces the concept of learnable conditional embeddings in CVAE models. It demonstrates how to implement and train a CVAE model with one-hot encoded conditions and compares it to a model with learnable embeddings. The article also explores the ability of the model to generate images of unseen digits and visualizes the latent space. The use of learnable embeddings is shown to be a useful alternative to one-hot encodings in CVAE models. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#python](https://daily.dev/tags/python), [#machine-learning](https://daily.dev/tags/machine-learning), [#deep-learning](https://daily.dev/tags/deep-learning), [#genai](https://daily.dev/tags/genai), [#pytorch](https://daily.dev/tags/pytorch), [#mnist](https://daily.dev/tags/mnist) [View this post on daily.dev](https://daily.dev/posts/conditional-variational-autoencoders-with-learnable-conditional-embeddings-iknwu1z61) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Conditional Variational Autoencoders with Learnable Conditional Embeddings","url":"https://daily.dev/posts/conditional-variational-autoencoders-with-learnable-conditional-embeddings-iknwu1z61","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/conditional-variational-autoencoders-with-learnable-conditional-embeddings-iknwu1z61"},"datePublished":"2024-01-08T21:12:38.239Z","dateModified":"2024-01-08T21:12:37.279Z","description":"This article discusses conditional variational autoencoders (CVAE) and introduces the concept of learnable conditional embeddings in CVAE models. 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