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

Schedule:

Dates:
  • 9 January 2017, 2 weeks
Course properties:
  • Free:
  • Paid:
  • Certificate:
  • MOOC:
  • Video:
  • Audio:
  • Email-course:
  • Language: English Gb

Reviews

No reviews yet. Want to be the first?

Register to leave a review

Included in selections:
Small-icon.hover Deep Learning
Good materials on deep learning.
More on this topic:
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...
More from 'Computer Science':
1bda401c-840c-4316-b3b6-e9357f26ad92-b01ec12f25c4.small Analyzing and Visualizing Data with Power BI
Learn Power BI, a powerful cloud-based service that helps data scientists visualize...
Regular_4b0b0579-ad25-4009-b3d4-b99d91da5870 Functional Programming in Haskell: Supercharge Your Coding
Get an introduction to Haskell, the increasingly popular functional programming...
Regular_968073c1-6804-4d8e-a857-a19f0e54d8d9 Digital Skills: Mobile
Learn about mobile design, development and creating mobile experiences, as well...
7b3e45ca-d79b-48e3-9b78-4e91f4209e3b-4b6a590c9549.small Data Structures Fundamentals
Learn about data structures that are used in computational thinking –...
Regular_99be8ca2-2b3f-4e7f-948c-22c59e77017a Start a CoderDojo Club
Get support and advice on how to grow your confidence in coding and start a...

© 2013-2017