zhulingchen/tfp-tutorial

TensorFlow Probability Tutorial

tfp-tutorial

My own implementations of some examples using TensorFlow Probability for tutorial purposes

Tutorials

• Bayesian Neural Networks
• Bayesian Gaussian Mixture Model (MultivariateNormalDiag components) (Stochastic Variational Inference)
• Bayesian Gaussian Mixture Model (MultivariateNormalTriL components) (Stochastic Variational Inference)
• Bayesian Gaussian Mixture Model (MultivariateNormalTriL components) (Markov chain Monte Carlo)
• ResNet

References

TensorFlow Probability

• Project
• GitHub

ResNet

• v1: Deep Residual Learning for Image Recognition
• v2: Identity Mappings in Deep Residual Networks