Sumários
Learning and Optimization (cont.)
12 maio 2026, 15:30 • Miguel Couceiro
- Stochastic Gradient Descent for Learning (cont.)
- Problems with Gradient-based optimization
- Advanced Optimization Procedures
- Conclusions
Learning and Optiomization
11 maio 2026, 14:00 • Miguel Couceiro
- Learning as optimization
- Convex Learning Problems
- Gradient Descent
- Stochastic Gradient Descent
Satistical learning theory (cont.)
5 maio 2026, 15:30 • Miguel Couceiro
- Agnostic PAC Learnability
- Limits of Learning Algorithms
- Examples