Deep learning & artificial intelligence : an introduction

By making possible breakthroughs supposed to be impossible until recently in a growing number of domains, e.g., computer vision, natural language processing, autonomous driving or games, deep learning has revolutionized the artificial intelligence domain that has become one of the major pillars of our society. In this course, our goal is to introduce the basis of concepts and technics in deep learning

• Introduction to machine learning and deep learning
• Classification/regression and gradient descent
• Computational graphs & backpropagation
• Training deep neural networks
• Convolutional Neural Networks (CNN)
• CNN Architectures
• Deep reinforcement learning (Actor, Critic, Actor-Critic)
• Embedded Deep Learning