Laboratory of Computational Neuroscience
LCN - Brain Mind - I&C - Life Sciences - EPFL

Video Lectures of Wulfram Gerstner:

Artificial Neural Networks: Deep Learning and Reinforcement Learning

The class on Artificial Neural Networks at EPFL has two parts: Deep Learning (Lecture Series B) and Reinforcement Learning (Lecture Series A and C). The class starts in the first week with two shorter introduction lectures.

Introduction

This part gives first a general, math-free introduction and then starts to build up mathematical notation for the simple perceptron.

A: Lecture series on Reinforcement Learning

This part covers classical methods of 'Reinforcement Learning'.

B: Lecture series on Deep Learning

This part covers standard methods of 'Deep Learning'.

C: Lecture series on Deep Reinforcement Learning

This part covers modern methods of 'Deep Reinforcement Learning'. Recommanded text books