Lesson 1
Welcome!
Learn the fundamentals of machine learning and reinforcement learning in a fun and engaging way through autonomous driving with AWS DeepRacer.
Course
Built in collaboration with
AWS
Last Updated March 7, 2022
Prerequisites:
No experience required
Lesson 1
Learn the fundamentals of machine learning and reinforcement learning in a fun and engaging way through autonomous driving with AWS DeepRacer.
Lesson 2
Receive an overview of what you’ll be learning and doing in the course, learn about the items that come in the AWS DeepRacer box, and assemble and calibrate your vehicle!
Lesson 3
First, learn how to navigate the standard AWS DeepRacer online platform. Then, build, train and evaluate your own basic racer in the online simulator!
Lesson 4
Study the basics of reinforcement learning, including agents, actions, environments, states, and rewards. Then, find out how RL is used with AWS DeepRacer, and investigate other applications of RL.
Lesson 5
Go more in depth with how parameters, hyperparameters and different reward functions can affect the racer’s performance. Then, enhance your racer by trying out your new skills on your own model!
Lesson 6
Deploy your trained model onto your hardware. Next, learn about ROS. Study the differences between simulated and real-world tracks, and then dive even further in-depth on customizing your training.
Lesson 7
Find out how to compete in both online and in-person AWS DeepRacer events, and then get yourself on the leaderboards!
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