Sumários

Explainable AI

18 Março 2026, 18:00 João Rala Cordeiro


Counterfactual and Example-Based Explanations; 
Evaluating Explanations; 
Limitations Risks and Failure;  
M5 Notebook 1 - ExplainableAI


Explainable AI

16 Março 2026, 18:00 João Rala Cordeiro


Global Explainability Methods
Local Explainability I - Lime and SHAP
Local Explainability II - Gradient-Based
Final Project– Assignment Description

Explainable AI

11 Março 2026, 18:00 João Rala Cordeiro


Introduction to Explainable AI; 
Core Concepts and Definitions; 
Taxonomy of XAI Methods; 
Intrinsically Interpretable Models;

Evolutionary Algorithms

9 Março 2026, 18:00 João Rala Cordeiro


Multi-Objective Optimization; 
Limitations Risks and Hybrid Optimization Strategies; 
M4 Notebook 1 -Evolutionary Algorithms

Module 4 Evolutionary Algorithm

4 Março 2026, 18:00 João Rala Cordeiro


Introduction to Evolutionary Algorithms; 
Core Principles of Evolutionary Algorithms; 
Evolutionary Optimization of NN Architectures;