← Search

Jost Springenberg

2 accepted papers

2015

Efficient and Robust Automated Machine Learning

NeurIPS 2015poster

The success of machine learning in a broad range of applications has led to an ever-growing demand for machine learning systems that can be used off the shelf by non-experts. To be effective in practice, such systems need to automatically choose a good algorithm and feature preprocessing steps for a…

2015

Embed to Control: A Locally Linear Latent Dynamics Model for Control from Raw Images

NeurIPS 2015poster

We introduce Embed to Control (E2C), a method for model learning and control of non-linear dynamical systems from raw pixel images. E2C consists of a deep generative model, belonging to the family of variational autoencoders, that learns to generate image trajectories from a latent space in which th…

Cited by 1003SourcePDFScholar