Pit Stop

Welcome to the AWS DeepRacer Pit Stop, where developers of all skill levels can share and pick up some racing tips from the AWS DeepRacer community. Find the most up to date resources and advice from our experts on how to tune models to improve lap times, and share racing strategy with racers from around the world.

Connect with the Community

Ask questions, exchange tips, and share best practices with fellow racers

DeepRacing.io community

slack channel

Stack Overflow

r/deepracer

Developer Forum

GitHub

#AWSDeepRacer

@awsdeepracer

Take a drive through the pit lane to pick up helpful tips and tricks

Reaching Convergence

Learn about the importance of convergence in the model building process.

Defining Action Space

Learn about action space from our AWS DeepRacer TV host Blaine Sundrud.

Overfitting

Learn about the benefits and drawbacks of overfitting an AWS DeepRacer model.

Log analysis tool

Use this tool to help you debug and improve your model's driving performance.

Waypoints

Map out your machine learning journey with waypoints.

Variable future waypoints

Help your model keep its eye on the road with variable future waypoints.

world record tips

Get tips from the current world record holder and Champion of the Tokyo race, Sola@DNP.

Student tips

Learn from the students of an AWS ML Hero, who won in Hong Kong.

E-Learning Course

Take the e-learning course to prepare for the race.

Build your model

Use this github lab to build your model in 50 mins.

Build Your Own Track

Build your own track at home using this guide.

Developer Documentation

Get help training your model, creating and improving the reward function and more.

Tune Hyperparameters

Learn how to tune hyperparameters in Amazon SageMaker with Guy Ernest.

Defining Action Space

From sim to reality: how to design & test your model for the real world with Ray Goh.

DeepRacer Community

Learn how you can join the global online AWS DeepRacer community: Deepracing.io

Model interpretability

explore techniques to visualize where the DeepRacer RL model chooses to focus.

Shop now

Official Merchandise Store

Score exclusive AWS DeepRacer apparel in the track store

AWS Deepracer tv

Take a step inside the AWS DeepRacer League as developers of all skill levels attempt to qualify for the Championship Cup at AWS re:Invent 2019. Tune in to learn more about their strategy and how you can build and tune a model for a chance to win!

Watch the series »

Episode 1 kicks off 2019 DeepRacer TV competition coverage in Amsterdam

Episode 2 heads down under as competitors in Sydney vie for the top spot

Episode 3 crosses the pond for the London stop of the AWS DeepRacer Summit circuit

Episode 4 follows the fierce competition of the Tokyo Summit race

Episode 5 brings us to the Big Apple for the New York City Summit

Take a look inside the Virtual League as competitors from all over the globe vie for top honors.