When paired with real-world data, the RialTo system created at MIT CSAIL outperformed traditional imitation learning methods.
Amazon SageMaker RL tools manage robotics workflows
Amazon launched SageMaker Reinforcement Learning (RL) Kubeflow Components, an open-source toolkit designed to help manage robotics workflows. SageMaker RL is designed to make it faster to develop machine learning capabilities for everything from perception to controls and optimization. Amazon SageMaker is a service built on Amazon’s two decades of experience developing real-world machine learning applications.…
Reinforcement learning shows promise for industrial robotics
Industrial robots deployed today across various industries are mostly doing repetitive tasks. The overall task performance hinges on the accuracy of their controllers to track predefined trajectories. The ability of robots to handle unconstructed complex environments is limited in today’s manufacturing. Two examples are flexible picking of previously not encountered objects or the insertion of…