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SUMANTA DEY's Projects

autonomous-systems icon autonomous-systems

In this project, it is intended to learn and get familiar with the concepts of Reinforcement Learning (RL) by modeling agents with actor-critic and rainbow-dqn algorithms. Two continuous Unity Machine Learning Agents domains are chosen to realize this project.

cheatsheets-ai icon cheatsheets-ai

Essential Cheat Sheets for deep learning and machine learning researchers https://medium.com/@kailashahirwar/essential-cheat-sheets-for-machine-learning-and-deep-learning-researchers-efb6a8ebd2e5

d4pg icon d4pg

PyTorch implementation of D4PG with the SOTA IQN Critic instead of C51. Implementation includes also the extensions Munchausen RL and D2RL which can be added to D4PG to improve its performance.

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

imitation icon imitation

Clean PyTorch implementations of imitation and reward learning algorithms

keras-io icon keras-io

Keras documentation, hosted live at keras.io

soft-actor-critic-and-extensions icon soft-actor-critic-and-extensions

PyTorch implementation of Soft-Actor-Critic and Prioritized Experience Replay (PER) + Emphasizing Recent Experience (ERE) + Munchausen RL + D2RL and parallel Environments.

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