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Aleksei Petrenko's Projects

4dvideo icon 4dvideo

Capturing volumetric videos with Google Tango, RealSense R200 and Delaunay triangulation

baselines icon baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

cleanrl icon cleanrl

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

curious-rl icon curious-rl

Curiosity-driven Exploration by Self-supervised Prediction

faster-fifo icon faster-fifo

Faster alternative to Python's multiprocessing.Queue (IPC FIFO queue)

magnum icon magnum

Lightweight and modular C++11/C++14 graphics middleware for games and data visualization

megaverse icon megaverse

High-throughput simulation platform for Artificial Intelligence reseach

microtbs-rl icon microtbs-rl

Training reinforcement learning agents to beat a simple turn-based strategy game

ray icon ray

A system for parallel and distributed Python that unifies the ML ecosystem.

rlpyt icon rlpyt

Reinforcement Learning in PyTorch

sample-factory icon sample-factory

High throughput synchronous and asynchronous reinforcement learning

scalable_agent icon scalable_agent

A TensorFlow implementation of Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures.

seed_rl icon seed_rl

SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.

sf_assets icon sf_assets

Some assets for the other repos to minimize the size of the actual repos people clone

signal-slot icon signal-slot

Qt-like event loops, signals and slots for communication across threads and processes in Python

snake-rl icon snake-rl

Monte-Carlo rollout into the future predicted by DNN

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

tf-reinforce icon tf-reinforce

Tensorflow implementation of the REINFORCE policy gradient algorithm

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