A set of Jupyter notebooks to analyze the performance of a DeepRacer model.

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

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

Extract from AWS DeepRacer Robomaker Bundle

Udacity AWS ML Foundations Scholarship Course Walkthrough

Interactive detailed analysis tool for AWS DeepRacer logs

This framework makes it easier to create and maintain reward functions for AWS DeepRacer, so you spend more time on machine learning rather than writing lots of Python code! It provides geometry functions and numerous observations not available in DeepRacer itself, such as the ACTUAL SPEED of the car.

A hands on reinforcement machine learning bootcamp, created for Summer of Tech NZ. Designed to be run over a two hour session.

Worksheet and Utilities for AWS DeepRacer – one of the most exciting ways of building strong skills in reinforcement learning and through a hands-on approach. This repository offers: 1) Functionally-rich and flexible reward function 2) Utilities with Jupiter notes for Racing Line calculation and visualisation of track 3) Scripts to parse RoboMak…

Private fork of DeepRacer-for-Cloud; master has been moved upstream.

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

My AWS DeepRacer reward functions and some analysises

The AWS DeepRacer Event Manager (DREM) is used to run and manage all aspects of in-person events for AWS DeepRacer, an autonomous 1/18th scale race car designed to test reinforcement learning (RL) models by racing on a physical track.

DeepRacer Reward Function Simulator

Some tools for AWS Deepracer

Steps to setup and train a DeepRacer model on Mac OSX using CPU

DeepRacer League Auto Submit Bot

AWS Maching Learning Foundations Scholarship

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

The fastest way to get rolling with machine learning on AWS. Workshop completed at re:Invent 2018 🚙 🚗