Sumários

Hidden Markov models in Python

19 Novembro 2025, 15:00 Helena Aidos

- HMMs: implementation, inference, and estimation of parameters using hmmlearn package
- Exercises


Markov models and Hidden Markov models

19 Novembro 2025, 13:00 Helena Aidos

- Markov models and Hidden Markov models (HMMs)
- Inference in HMMs
- Learning for HMMs


Learning in Bayesian networks with Python

12 Novembro 2025, 16:30 Helena Aidos

- Parameter estimation in Bayesian networks using pgmpy
- Structure learning of Bayesian networks using pgmpy


Learning in Bayesian networks with Python

12 Novembro 2025, 15:00 Helena Aidos

- Parameter estimation in Bayesian networks using pgmpy
- Structure learning of Bayesian networks using pgmpy


Learning in Bayesian networks

12 Novembro 2025, 13:00 Helena Aidos

- Parameter learning: learning from complete and incomplete data
- Structure learning: score metrics and search algorithms (exhaustive and greedy hill-climbing)