Popular GitHub Repositories for Deepracer

Use AWS RoboMaker and demonstrate running a simulation which trains a reinforcement learning (RL) model to drive a car around a track

AWS DeepRacer Free Student Workshop: Run faster by using your custom waypoints. Step by Step to learn reinforcement learning,

Interactive detailed analysis tool for AWS DeepRacer logs

Some of my reward functions and analysis that helped me throughout my learning

DeepRacer Vision Timer provides a vision-based AI automatic timing system and timer for offline competitions using AWS DeepRacer.

Code for the AWS DeepRacer Scholarship Challenge - AWS and Udacity are teaming up to teach machine learning and prepare students to test their skills by participating in the world’s first autonomous racing league—the AWS DeepRacer League. Students with the top lap times will earn full scholarships to the Machine Learning Engineer Nanodegree program.

Developers of all skill levels get hands on with machine learning through a cloud based 3D racing simulator, fully autonomous 1/18th scale race car driven by reinforcement learning, and global racing league.

Guides about AWS DeepRacer study group at the Federal University of Ceara (UFC)

Developed an AWS DeepRacer model using Python & the PPO algorithm, leveraging TensorFlow to train & fine-tune a deep reinforcement learning model. Designed a custom reward function & optimized hyperparameters to improve policy learning & navigation performance. Utilized AWS infrastructure for scalable training & deployment.

End-to-End Reinforcement Learning with AWS DeepRacer: From Reward-Function Design to Lap-Time Optimization

Collection of trained reinforcement learning models for autonomous car racing on AWS DeepRacer

deepracer :blue_car: : AWS DeepRacer # SageMaker # RoboMaker # Kinesis Video Stream # S3 # Reinforcement Learning# CloudWatch