Sumários

Bayesian networks in Python

8 Outubro 2024, 13:00 • Helena Aidos

- Introduction to pgmpy library

- Implementation of Bayesian networks
- Conditional independence and Markov blanket

Bayesian networks in Python

7 Outubro 2024, 18:30 • Helena Aidos

- Introduction to pgmpy library

- Implementation of Bayesian networks
- Conditional independence and Markov blanket

Probabilitic graphical models: representation [1/2]

7 Outubro 2024, 16:30 • Helena Aidos

- Conclusion of the previous lecture about mixture models: mixture of experts

- Probabilistic graphical models
- Bayesian networks: definition
- Conditional independence and Markov blanket
- Exercises

Mixture models in Python

1 Outubro 2024, 13:00 • Helena Aidos

- Gaussian mixture models for clustering

- Gaussian mixture models as density estimation
- Gaussian mixture models for generating new data

Mixture models in Python

30 Setembro 2024, 18:30 • Helena Aidos

- Gaussian mixture models for clustering

- Gaussian mixture models as density estimation
- Gaussian mixture models for generating new data