Deep Learning for Self-Driving Cars

Lex Fridman, MIT

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.

Course Topics:

* Material marked in red indicates links that are not yet active but will soon be.

  • Introduction to Deep Learning and Self-Driving Cars
    [ Slides ] - [ Lecture Video ]
  • Learning to Move: Deep Reinforcement Learning for Motion Planning
    [ Slides ] - [ Lecture Video ]
  • Learning to Drive: Convolutional Neural Networks and End-to-End Learning of the Full Driving Task
    [ Slides ] - [ Lecture Video ]
  • Learning to Share: Driver State Detection and Shared Autonomy
    [ Slides ] - [ Lecture Video ]
  • Learning to Think: The Road Ahead for Human-Centered Artificial Intelligence
    [ Slides ] - [ Lecture Video ]

Guest Speakers:

From Research to Reality: Testing Self-Driving Cars on Public Roads
CEO, nuTonomy and Research Scientist, MIT
Self-Driving Vehicles, SLAM, and Deep Learning
Professor, MIT
Technology, Policy and Vehicle Safety in the Age of AI
Professor, Stanford
Past, Present, and Future of Motion Planning in a Complex World
Professor, MIT
We Only Adopt What We Trust: Policy and the Business of Autonomy
White House Presidential Innovation Fellow, Office of Science and Technology Policy


  • 2017年1月09日, 2 星期
  • 免费:
  • 收费:
  • 证书:
  • MOOC:
  • 视频讲座:
  • 音频讲座:
  • Email-课程:
  • 语言: 英语 Gb



请注册, 为了写反馈

Small-icon.hover Deep Learning
Good materials on deep learning.
Visionlablogo CS231n: Convolutional Neural Networks for Visual Recognition
Computer Vision has become ubiquitous in our society, with applications in search...
Small-icon.hover Machine Learning
Learn about the most effective machine learning techniques, and gain practice...
Large-icon Machine Learning
Machine learning is the science of getting computers to act without being explicitly...
Intel_software_blue An Introduction to Practical Deep Learning
This course provides an introduction to Deep Learning, a field that aims to...
Course3 Visual Perception for Self-Driving Cars
Welcome to Visual Perception for Self-Driving Cars, the third course in University...
Logo2 Network Science
The course is an interdisciplinary course, focused on the emerging science of...
315ce06a-d9f7-4c7e-ac11-1fe99e20893e-ff14684c60b3.small CS50 for Lawyers
This course is a variant of Harvard University's introduction to computer science...
E84f731a-6611-4d90-9317-3a32bfd49ccd-d8ffad9ddf6c.small Artificial Intelligence (AI)
Learn the fundamentals of Artificial Intelligence (AI), and apply them. Design...
A35c8b84-f0ef-4eb0-ad44-52f4bc61d7df-1a94948960ea.small Machine Learning
Master the essentials of machine learning and algorithms to help improve learning...
95c877f3-076a-4dee-a640-9c6069ca0114-4935ebffae37.small Animation and CGI Motion
Learn the science behind movie animation from the Director of Columbia&rsquo...

© 2013-2019