1ª aula de problemas

24 setembro 2013, 17:00 • Margarida Silveira

Aula de problemas sobre optimização e método de descida do gradiente.

The ADALINE

24 setembro 2013, 15:30 • Luis Borges de Almeida

The linear learning unit (adaline). Algebraic solution.
LMS algorithm and stochastic gradient methods.
Convergence of stochastic gradient methods. Ljung's conditions.

Basic concepts

19 setembro 2013, 15:30 • Luis Borges de Almeida

The gradient method of optimization.

Momentum term. Adaptive step sizes.

Presentation

17 setembro 2013, 15:30 • Luis Borges de Almeida

Presentation of the course.

Learning as optimization.