I wanted to temporarily go without a personal server and this turned out to be one of the best solutions. To setup webpages with LaTeX render in HTML requires some struggle (not hard, but I am too lazy right now.) I am seriously considering KaTeX + other webpage packages to fire up a highly personalized site some time soon, but more on that later.
Let’s try this:
It works!
Couple of topics to be discussed here soon (details, order and time-schedule TBD):
- Gumbel softmax trick / Concrete distribution
- Hamiltonian Monte Carlo (HMC, NUTS, stochastic gradient HMC)
- Variational inference (VI, SVI, BBVI, ADVI, RSVI, OPVI, VGP, Hamiltonian VI, etc.)
- Generative adversarial networks (GAN, InfoGAN, Conditional GAN, Wasserstein GAN, DCGAN, ALI, BiGAN, LS-GAN, etc.)
- Causal inference (potential outcomes, SUTVA, instrumental variables, propensity scores, causal graphs, Bayesian, etc.)
- Expectation maximization (EM, stochastic EM, Monte Carlo EM, etc.)
- Attention models (DRAW, One-shot)
- Recurrent neural nets (RNN, LSTM, GRU)
- Resampling methods (parametric bootstrap, nonparametric bootstrap, jackknife estimator)
- Tensor probabilistic models (Tucker decomposition, HOSVD, Parafac)
- Sequential Monte Carlo
- Nonparametric Bayesian models (CRP, HDP, IBP, GP, stick breaking construction, complete random measures, etc.)
- Variational autoencoders (VAE, SVAE)
- Proximal gradient methods
- Reinforcement learning (model-based, model-free, Q learning, Monte Carlo tree search, TD-
, SARSA, etc.)
- Dimensionality reduction (PCA, robust PCA, probabilistic PCA, ICA, etc.)
- Linear regression
- Logistic regression
- ML/Statistics tricks
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