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Amin M's Projects

ai-economist icon ai-economist

Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).

causalml icon causalml

Uplift modeling and causal inference with machine learning algorithms

decima-sim icon decima-sim

Learning Scheduling Algorithms for Data Processing Clusters

dopamine icon dopamine

Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.

dowhy icon dowhy

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

gym icon gym

A toolkit for developing and comparing reinforcement learning algorithms.

gym3 icon gym3

Vectorized interface for reinforcement learning environments

haiku icon haiku

JAX-based neural network library

lab2d icon lab2d

A customisable 2D platform for agent-based AI research

learning-explanations-hard-to-vary icon learning-explanations-hard-to-vary

Code to implement the AND-mask and geometric mean to do gradient based optimization, from the paper "Learning explanations that are hard to vary"

metaworld icon metaworld

An open source robotics benchmark for meta- and multi-task reinforcement learning

open_spiel icon open_spiel

OpenSpiel is a collection of environments and algorithms for research in general reinforcement learning and search/planning in games.

poet icon poet

Paired Open-Ended Trailblazer (POET) and Enhanced POET

rlpyt icon rlpyt

Reinforcement Learning in PyTorch

softlearning icon softlearning

Softlearning is a reinforcement learning framework for training maximum entropy policies in continuous domains. Includes the official implementation of the Soft Actor-Critic algorithm.

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