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Sascha's Projects

hanabi icon hanabi

RL-Agents to play the famous AI-benchmark game hanabi. Contains DQN and PG variants, as well as a Graphical UI, to try out the agents

hanabi-pool-of-states icon hanabi-pool-of-states

Database pipeline for hanabi to train RL-agents without an environment. Forked from https://github.com/rocanaan/hanabi-ad-hoc-learning, to include the rule based agents available there.

ml-winter-university-2021 icon ml-winter-university-2021

Material I created for the winter university on "Machine Learning using Python" that I lectured at TU Berlin together with my fellow friend Dennis Grinwald

neuron_poker icon neuron_poker

Texas holdem OpenAi gym poker environment with reinforcement learning based on keras-rl. Includes virtual rendering and montecarlo for equity calculation.

pbt-light icon pbt-light

Framework for fast prototyping of Population-Based-Training methods. Implemented using Tensorflow 2.1.0 and tf_agents 0.4.0

poker icon poker

Fully functional Pokerbot that works on PartyPoker, PokerStars and GGPoker, scraping tables with Open-CV (adaptable via gui) or neural network and making decisions based on a genetic algorithm and montecarlo simulation for poker equity calculation. Binaries can be downloaded with this link:

saftd icon saftd

Service Oriented Architecture for Algorithmic Trading and Financial Machine Learning (Experimental)

steinberger icon steinberger

Framework for Multi-Agent Deep Reinforcement Learning in Poker

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