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🟧AWS Machine Learning
June 9, 2026
Society & Culture

Scale Robot Reinforcement Learning with NVIDIA Isaac Lab on Amazon SageMaker AI

Overview

Amazon Web Services published a technical walkthrough showing how robotics teams train robot control software on Amazon SageMaker AI using NVIDIA Isaac Lab, a GPU-accelerated simulation framework. The example teaches a Unitree H1 humanoid robot to walk across rough, computer-generated terrain by coordinating its 19 joints, running 4,096 simulated robots in parallel on 8 GPUs. AWS offers two ways to run the work, a persistent managed cluster called SageMaker HyperPod and on-demand SageMaker Training Jobs, both built from one shared container image.

Scale Robot Reinforcement Learning with NVIDIA Isaac Lab on Amazon SageMaker AI

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Originally published by AWS Machine Learning
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