2020

PBT for MARL

47 minute read

My attempt to implement a water down version of PBT (Population based training) for MARL (Multi-agent reinforcement learning).

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2019

.bash_profile for Mac

13 minute read

This post demonstrates how to create customized functions to bundle commands in a .bash_profile file on Mac.

DPPO distributed tensorflow

68 minute read

This post documents my implementation of the Distributed Proximal Policy Optimization (Distributed PPO or DPPO) algorithm. (Distributed continuous version)

A3C distributed tensorflow

26 minute read

This post documents my implementation of the A3C (Asynchronous Advantage Actor Critic) algorithm (Distributed discrete version).

Distributed Tensorflow

76 minute read

This post demonstrates a simple usage example of distributed Tensorflow with Python multiprocessing package.

N-step targets

76 minute read

This post documents my implementation of the N-step Q-values estimation algorithm.

Dueling DDQN with PER

49 minute read

This post documents my implementation of the Dueling Double Deep Q Network with Priority Experience Replay (Duel DDQN with PER) algorithm.

Dueling DDQN

24 minute read

This post documents my implementation of the Dueling Double Deep Q Network (Dueling DDQN) algorithm.

DDQN

29 minute read

This post documents my implementation of the Double Deep Q Network (DDQN) algorithm.

DQN

24 minute read

This post documents my implementation of the Deep Q Network (DQN) algorithm.

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