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SCHOLARLY PUBLICATION ✓ Open Access

An Introduction to Variational Autoencoders

Diederik P. Kingma, Max Welling

📖 Foundations and Trends® in Machine Learning 📅 2019-11-28 🔗 DOI: 10.1561/2200000056

📄 Abstract

Variational autoencoders provide a principled framework for learning deep latent-variable models and corresponding inference models. In this work, we provide an introduction to variational autoencoders and some important extensions.

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