Link to recorded lectures
Completion requirements
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.
- Introduction.
- Discrete probability distributions.
- Continuous probability distributions.
- Expectations.
- Formal definition of probability.
- The curse of dimensionality.
- Gaussians and mixtures.
- Probabilistic inference.
- Estimation by maximum likelihood.
- Bayesian estimation.
- Entropy and KL divergence.
Last modified: Wednesday, 11 March 2020, 7:41 PM