6.S094: Deep Learning for Self-Driving Cars
Offered By: Massachusetts Institute of Technology via Independent
Course Description
Overview
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.
Syllabus
- Lecture 1: Introduction to Deep Learning and Self-Driving Cars
[ Slides ] - [ Lecture Video ] - Lecture 2: Deep Reinforcement Learning for Motion Planning
[ Slides ] - [ Lecture Video ] - Lecture 3: Convolutional Neural Networks for End-to-End Learning of the Driving Task
[ Slides ] - [ Lecture Video ] - Lecture 4: Recurrent Neural Networks for Steering through Time
[ Slides ] - [ Lecture Video ] - Lecture 5: Deep Learning for Human-Centered Semi-Autonomous Vehicles
[ Slides ] - [ Lecture Video ]
Taught by
Lex Fridman
Tags
Related Courses
Design Thinking Action LabStanford University via NovoEd Introduction to Human-Centered Design
Acumen Academy Design Thinking
MHMK Macromedia University for Media and Communication via iversity Patient Engagement Design
Stanford University via Stanford OpenEdx Introduction to User Experience Design
Georgia Institute of Technology via Coursera