1 Introduction  
2 Sampling methods  
3 Monte Carlo Dropout (MCD)  
4 Bayes-By-Backprop (BBB)  
5 Exponential family and Natural gradients  
6 Black-Box methods  
7 Natural gradient methods for exponential-family variational distributions  
8 Variational Inference on manifolds  
9 Conclusion  