Sumários

Explainable machine learning

9 Dezembro 2024, 16:30 Helena Aidos

- Interpretable models: linear regression, decision trees, random forest

- Permutation feature importance
- Local surrogate models (LIME)
- Shapley values and SHapley Additiva exPlanations (SHAP)


Reinforcement learning in Python

3 Dezembro 2024, 13:00 Helena Aidos

- Implementation of SARSA and Q-learning


Reinforcement learning in Python

2 Dezembro 2024, 18:30 Helena Aidos

- Implementation of SARSA and Q-learning


Reinforcement learning [2/2]

2 Dezembro 2024, 16:30 Helena Aidos

- SARSA

- Q-learning
- Deep Q-learning
- Policy gradient


Reinforcement learning in Python

26 Novembro 2024, 13:00 Helena Aidos

- Introduction to gymnasium library

- Implementation of value iteration algorithm