Bayesian-Neural-Networks

Function-Space Bayesian Deep Learning for Sequential Learning featured image
Model-Based-Reinforcement-Learning

Function-Space Bayesian Deep Learning for Sequential Learning

Sequential learning paradigms pose challenges for gradient-based deep learning due to difficulties incorporating new data and retaining prior knowledge. While Gaussian processes …

Aidan Scannell
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Investigating Bayesian Neural Network Dynamics Models for Model-Based Reinforcement Learning featured image
Model-Based-Reinforcement-Learning

Investigating Bayesian Neural Network Dynamics Models for Model-Based Reinforcement Learning

This project seeks to evaluate and compare different approaches for learning dynamics models in model-based RL. In particular, we plan to compare different approximate inference …

Aidan Scannell
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