In this page, you will find the link to youtube videos with the lectures introducing probability, split into short videos focussed on a single topic. The order is relevant.

  1. Introduction. 
  2. Discrete probability distributions. 
  3. Continuous probability distributions.  
  4. Expectations. 
  5. Formal definition of probability. 
  6. The curse of dimensionality. 
  7. Gaussians and mixtures. 
  8. Probabilistic inference. 
  9. Estimation by maximum likelihood.  
  10. Bayesian estimation. 
  11. Entropy and KL divergence. 


Ultime modifiche: mercoledì, 11 marzo 2020, 19:41