hakeemtonalli/deep-kernel-learning

Implementation of deep kernels in GPyTorch and Pyro

Deep Kernel Learning

This repo implements several flavors of Gaussian processes with deep kernels, first introduced in Deep Kernel Learning by Wilson et al. (2015).

• Deep Kernel Learning (2015)
• Learning Scalable Deep Kernels with Recurrent Structure (2016)
• Semi-supervised Deep Kernel: Regression with Unlabeled Data by Minimizing Predictive Variance (2018)
• Deep Spectral Kernel Learning (2019)
• Convolutional Spectral Kernel Learning (2020)