Mastering Autonomous Vehicles: A Comprehensive Guide to Self-Driving Cars
Delve into the Core Technologies Powering the Future of Autonomous Mobility
Embark on a transformative learning journey to design your first self-driving car using cutting-edge machine learning and deep learning techniques. This course illuminates the mechanics of autonomous vehicles, leading you through a structured exploration across three pivotal sections, each advancing modern enhancements in autonomous vehicle technology. Engage in hands-on projects within a simulated environment to build a self-driving car, dissecting complex challenges along the way. Rise to the competition, and strive to see your solutions operationalized in a real autonomous vehicle. Join now, and take the wheel in mastering the future of autonomous mobility.
Lecture 1 Welcome
Lecture 2 Brief introduction
Lecture 3 Setting up the environment - Part 1
Lecture 4 Setting up the environment - Part 2
Lecture 5 Importing the libraries
Lecture 6 Creating the architecture of the Neural Network - Part 1
Lecture 7 Creating the architecture of the Neural Network - Part 2
Lecture 8 Implementing Experience Replay - Part 1
Lecture 9 Implementing Experience Replay - Part 2
Lecture 10 Implementing Experience Replay - Part 3
Lecture 11 Implementing Deep Q Learning - Part 1
Lecture 12 Implementing Deep Q Learning - Part 2
Lecture 13 Implementing Deep Q Learning - Part 3
Lecture 14 Implementing Deep Q Learning - Part 4
Lecture 15 Implementing Deep Q Learning - Part 5
Lecture 16 Implementing Deep Q Learning - Part 6
Lecture 17 Implementing Deep Q Learning - Part 7
Lecture 18 Implementing Deep Q Learning - Part 8
Lecture 19 Test the self-driving car - Part 1
Lecture 20 Test the self-driving car - Part 2
Lecture 21 Test the self-driving car - Part 3
Lecture 22 Test the self-driving car - Part 4
Working Files
A basic understanding of programming and machine learning principles is advisable to fully engage with the course material.
Absolutely! You'll dive into a simulated environment to build and test a self-driving car, facing real-world challenges along the way.
The course is segmented into four major sections, each advancing your understanding and skills in autonomous vehicle technology.