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IMPLEMENTATION_OF_TD3+HER_ALGORITHM_TO_SOLVE_ROBOT_PICK_AND_PLACE_TASK

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reinforcement learning:

IMPLEMENTATION OF TD3+HER ALGORITHM TO SOLVE ROBOT PICK AND PLACE TASK

Abstract

The project consists in the implementation of TD3 algorithm and the use of HER method in order to train a robot to perform pick and place tasks. The project development is composed of three parts, TD3 implementation test, TD3+HER test on the simplest robot environment and then the use of TD3+HER to solve the target task.

TD3 - HalfCheetah-v1 environment

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TD3+HER - FetchReach-v1 environment

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TD3+HER - FetchPickAndPlace-v1 environment

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