AurelianTacticsinaureliantacticsReinforcement Learning Competitions — 12/1/2022 UpdateHere is a list of upcoming, ongoing, and completed Reinforcement Learning competitions I have compiled:Dec 2, 2022Dec 2, 2022
AurelianTacticsinaureliantacticsPaper Implementation of ‘Using Unity to Help Solve Intelligence:’ Code WalkthroughIn this post I’ll detail my code, process, and next steps for implementing the DeepMind paper “Using Unity to Help Solve Intelligence.” See…Jan 27, 20221Jan 27, 20221
AurelianTacticsinaureliantacticsPaper Implementation: Using Unity to Help Solve IntelligenceI’ve been working on implementing the research paper Using Unity to Help Solve Intelligence into code recently. See this repo. I’ll get…Jan 24, 2022Jan 24, 2022
AurelianTacticsinaureliantacticsCustom Reinforcement Learning Environment Usage for Ray, Stable Baselines 3, and AcmeLet’s say you want to apply a Reinforcement Learning (RL) algorithm to your problem. The are dozens of open sourced RL frameworks to choose…Dec 4, 2021Dec 4, 2021
AurelianTacticsinaureliantacticsImplementing DQNClipped and DQNReg with Stable BaselinesFor a mini-project I decided to implement some algorithms from the paper Evolving Reinforcement Learning Algorithms into code. The paper’s…Mar 2, 2021Mar 2, 2021
AurelianTacticsinaureliantacticsBCQ with a GANThere’s been a lot of interesting stuff in the field of batch Reinforcement Learning (aka offline RL) since I wrote about implementing BCQ…Jan 12, 2021Jan 12, 2021
AurelianTacticsinaureliantacticsImplementing Unity Machine Learning into an Existing Game: Gridworld in Aurelian TacticsI’m attempting to train an AI for a Unity game I made years ago called Aurelian Tactics. It’s a turn-based tactics game: imagine Chess…Oct 25, 2020Oct 25, 2020
AurelianTacticsinaureliantacticsTraining Tic-tac-toe AI in Unity MLI plan on doing a Reinforcement Learning (RL) project on a turn-based environment using Unity Machine Learning (ML). Before I dive into…Sep 14, 20201Sep 14, 20201
AurelianTacticsinaureliantacticsSetting Up Unity ML Agents with Ray and Stable BaselinesI’ve been using the Unity game/simulator engine for a Reinforcement Learning (RL) project. I’ve been playing with the Unity Machine…Aug 25, 20194Aug 25, 20194
AurelianTacticsinaureliantacticsBatch-Constrained Deep Q Learning in TensorFlowReinforcement Learning (RL) algorithms like Deep Q Networks (DQN) and Deep Deterministic Policy Gradients (DDPG) interact with an…Jul 19, 20191Jul 19, 20191
