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:

Сессии:
  • 9 января 2017, 2 недели
Характеристики онлайн курса:
  • Бесплатный:
  • Платный:
  • Сертификат:
  • MOOC:
  • Видеолекции:
  • Аудиолекции:
  • Email-курс:
  • Язык: Английский Gb

Отзывы

Пока никто не написал отзыв по этому курсу. Хотите быть первым?

Зарегистрируйтесь, чтобы оставить отзыв

Входит в подборки курсов:
Small-icon.hover Deep Learning
Good materials on deep learning.
Ещё курсы на эту тему:
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...
Ещё из рубрики «Компьютерные науки»:
E84f731a-6611-4d90-9317-3a32bfd49ccd-a6509b4803dc.small Artificial Intelligence (AI)
Learn the fundamentals of Artificial Intelligence (AI), and apply them. Design...
A35c8b84-f0ef-4eb0-ad44-52f4bc61d7df-c948faff4349.small Machine Learning
Master the essentials of machine learning and algorithms to help improve learning...
95c877f3-076a-4dee-a640-9c6069ca0114-9216041958fc.small Animation and CGI Motion
Learn the science behind movie animation from the Director of Columbia’s Computer...
9d918753-9409-4a56-ba00-54d1e0724c28-72abad54d611.small Robotics
Learn the core techniques for representing robots that perform physical tasks...
70798e1a-7cfa-4a50-b76f-662836dc83d9-f3ecbc23ea06.small IoT System Design: Software and Hardware Integration
Start developing your own Internet of Things (IoT) system with this exploration...

© 2013-2017