rights reserved. AWS DeepRacer Amazon Web Services Japan K.K. Machine Learning Solutions Architect Shoko Utsunomiya $ I B J O F S . F F U V Q 3 F J O G P S D F N F O U - F B S O J O H
rights reserved. Amazon Confidential and Trademark Amazon SageMaker Reinforcement Learning Robotics Industrial Control HVAC Autonomous Vehicles Operators Finance Games NLP End-to-end examples for classic RL and real-world RL application RL Environment to model real-world problems Amazon Sumerian Amazon RoboMaker AWS Simulation Environment DQN PPO RL-Coach EnergyPlus RoboSchool Open Source Environment PyBullet … Bring Your Own MATLAB& Simulink Commercial Simulators Custom Environments Open AI Gym RL-Ray RLLib HER Rainbow … APEX ES IMPALA A3C … Open AI Baselines TRPO GAIL … … TensorFlow SageMaker Deep Learning Frameworks Single Machine / Distributed Training Options Local / Remote simulation CPU/GPU Hardware MXNet PyTorch Chainer RL Toolkits that provide RL agent algorithm implementations SageMaker supported Customer BYO
taken in a particular Iteration Historgram for action distribution https://github.com/aws-samples/aws-deepracer- workshops/blob/master/log- analysis/DeepRacer%20Log%20Analysis.ipynb