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Peter Nickl's Projects

bnn-predictions icon bnn-predictions

Improving predictions of Bayesian neural nets via local linearization, AISTATS 2021

bsuite icon bsuite

bsuite is a collection of carefully-designed experiments that investigate core capabilities of a reinforcement learning (RL) agent

dm_alchemy icon dm_alchemy

DeepMind Alchemy task environment: a meta-reinforcement learning benchmark

emdp icon emdp

Easy MDPs and grid worlds with accessible transition dynamics to do exact calculations

gp-infer-net icon gp-infer-net

Scalable Training of Inference Networks for Gaussian-Process Models, ICML 2019

lwpr icon lwpr

Locally Weighted Projection Regression

mimo icon mimo

A toolbox for inference of mixture models

pyro-examples icon pyro-examples

Some examples using pyro deep probabilistic programming language.

reg icon reg

A toolbox for simple regression models

rl-botics icon rl-botics

Deep Reinforcement Learning Toolbox for Robotics using Keras and TensorFlow

sarcos icon sarcos

ML models trained on the SARCOS dataset

spinningup icon spinningup

An educational resource to help anyone learn deep reinforcement learning.

ssm icon ssm

Bayesian learning and inference for state space models

traceability icon traceability

Plotly Dash demo app for automated quality assurance in manufacturing

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