6.S094: Deep Learning for Self-Driving Cars

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Free Online Course: 6.S094: Deep Learning for Self-Driving Cars provided by Independent is a comprehensive online course. The course is taught in English and is free of charge. 6.S094: Deep Learning for Self-Driving Cars is taught by Lex Fridman.

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 ]