#Bayesian Optimization framework can intelligently trade off experiments w/ varying cost & fidelity. We achieve strong regret bounds as well as state-of-the-art performance on multiple real-world #datasets! Preprint: https://arxiv.org/abs/1811.00755v1


#machinelearning

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🗣 @AI_Python_arXiv
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Practical Deep Learning with Bayesian Principles
Osawa et al.: https://arxiv.org/pdf/1906.02506.pdf
#Bayesian #DeepLearning #PyTorch #VariationalInference

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Bayesian Deep Learning Benchmarks

GitHub, by the Oxford Applied and Theoretical Machine Learning group

https://github.com/OATML/bdl-benchmarks

#Bayesian #DeepLearning

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Neural Density Estimation and Likelihood-free Inference

George Papamakarios

https://arxiv.org/pdf/1910.13233.pdf

#Bayesian #NeuralDensityEstimation #Inference

✴️ @AI_Python_EN