Deep Learning for Self-Driving Cars - winter 2017 [ Course Website ]
This class is an introduction to the practice of deep learning through the applied theme of building a self-driving car. It is open to beginners and is designed for those who are new to machine learning, but it can also benefit advanced researchers in the field looking for a practical overview of deep learning methods and their application.
- Introduction to Deep Learning and Self-Driving Cars [ video ]
- Deep Reinforcement Learning for Motion Planning [ video ]
- Convolutional Neural Networks for End-to-End Learning of the Driving Task [ video ]
- Recurrent Neural Networks for Steering through Time [ video ]
- Deep Learning for Human-Centered Semi-Autonomous Vehicles [ video ]