diff --git a/README.md b/README.md index 6a79718..b69bcd1 100644 --- a/README.md +++ b/README.md @@ -1 +1,24 @@ -# bayes-nn \ No newline at end of file +# Understanding Bayesian Deep Learning + +1. Elementary mathematics +- Set theory +- Measure theory +- Probability +- Random variable +- Random process +- Functional analysis (harmonic analysis) + +2. Gaussian process +- Gaussian process +- Weight space view +- Function space view +- Gaussian process latent variable model + +3. Bayesian neural netwrok +- Minimum description length +- Ensemble learning in Bayesian neural network +- Practical variational inference +- Bayes by backprop +- Summary of variational inference +- Dropout as a Bayesian approximation +- Stein variational gradient descent