learning-from-demonstration topic

List learning-from-demonstration repositories

toyCarIRL

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Implementation of Inverse Reinforcement Learning Algorithm on a toy car in a 2D world problem, (Apprenticeship Learning via Inverse Reinforcement Learning Abbeel & Ng, 2004)

irl-imitation

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Implementation of Inverse Reinforcement Learning (IRL) algorithms in Python/Tensorflow. Deep MaxEnt, MaxEnt, LPIRL

Overcoming-exploration-from-demos

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Implementation of the paper "Overcoming Exploration in Reinforcement Learning with Demonstrations" Nair et al. over the HER baselines from OpenAI

good_robot

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"Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer; and “Good Robot!”: Efficient Reinforcement Learning for Multi-Step Visual Tasks with Sim to Real Transfer

costar_plan

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Integrating learning and task planning for robots with Keras, including simulation, real robot, and multiple dataset support.

roboinstruct-1

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A robot learning from demonstration framework that trains a recurrent neural network for autonomous task execution

roboinstruct-2

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Train a robot to see the environment and autonomously perform different tasks

Rofunc

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🤖 The Full Process Python Package for Robot Learning from Demonstration and Robot Manipulation

revolver

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REvolveR: Continuous Evolutionary Models for Robot-to-robot Policy Transfer (ICML 2022 Long Oral)

Learning-from-Sparse-Demonstrations

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A framework and method to jointly learn a (neural) control objective function and a time-warping function only from sparse demonstrations or waypoints.