--- title: "Conditional Variational Autoencoders with Learnable Conditional Embeddings" url: https://daily.dev/posts/conditional-variational-autoencoders-with-learnable-conditional-embeddings-iknwu1z61 source_url: https://towardsdatascience.com/conditional-variational-autoencoders-with-learnable-conditional-embeddings-e22ee5359a2a type: article source: "Towards Data Science" published: 2024-01-08T21:12:38.239Z updated: 2024-01-08T21:12:37.279Z tags: ["python", "machine-learning", "deep-learning", "genai", "pytorch", "mnist"] reading_time: 12 upvotes: 0 comments: 0 language: 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: ## Similar posts on daily.dev - [Don’t just attend KubeCon \+ CloudNativeCon, Merge Forward your experience\!](https://daily.dev/posts/don-t-just-attend-kubecon-cloudnativecon-merge-forward-your-experience--l0rpp73x8) · CNCF · 0 upvotes · 0 comments - [Announcing H2 2026 KCDs](https://daily.dev/posts/announcing-h2-2026-kcds-m96goajm1) · CNCF · 1 upvotes · 0 comments - [Two months of Open Community Groups](https://daily.dev/posts/two-months-of-open-community-groups-asf52zhbs) · CNCF · 0 upvotes · 0 comments - [CNCF Unveils Schedule for KubeCon \+ CloudNativeCon Europe 2026](https://daily.dev/posts/cncf-unveils-schedule-for-kubecon-cloudnativecon-europe-2026-ikhcoa5cb) · CNCF · 2 upvotes · 0 comments - [CNCF Debuts KubeCon \+ CloudNativeCon Japan 2026 Schedule](https://daily.dev/posts/cncf-debuts-kubecon-cloudnativecon-japan-2026-schedule-xp5pyudub) · CNCF · 1 upvotes · 0 comments --- 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)