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Object Tracker with Amazon SageMaker RL and AWS RoboMaker

This folder contains examples of how to use RL to train a TurtleBot object tracker using Amazon SageMaker Reinforcement Learning and AWS RoboMaker.

Contents

  • rl_objecttracker_clippedppo_coach_tensorflow_robomaker.ipynb: notebook for training an object tracker.

  • src/

    • training_worker.py: Main entrypoint for starting distributed training job
    • robomaker/presets/object_tracker.py: Preset (configuration) for object tracker
    • robomaker/environments/object_tracker_env.py: Gym environment file for object tracker
    • markov/: Helper files for S3 upload/download