Mykhaïlo Lytvynenko's starred repositories

ConvLSTM_pytorch

Implementation of Convolutional LSTM in PyTorch.

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CommNet

PyTorch implementation of CommNet

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Spiking-Neural-Network-SNN-with-PyTorch-where-Backpropagation-engenders-STDP

What about coding a Spiking Neural Network using an automatic differentiation framework? In SNNs, there is a time axis and the neural network sees data throughout time, and activation functions are instead spikes that are raised past a certain pre-activation threshold. Pre-activation values constantly fades if neurons aren't excited enough.

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CommNet-Reproduced-for-Levers-Task

A pytorch implementation of commNet on the levers task from "Learning Multiagent Communication with Backpropagation" paper. Reproduced from https://github.com/facebookarchive/CommNet

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dqn-multi-agent-rl

Deep Q-learning (DQN) for Multi-agent Reinforcement Learning (RL)

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Self-Learning-Traffic-Lights

Master thesis Artificial Intelligence at the University of Amsterdam as intern at the municipality of Amsterdam.

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metalight

MetaLight: a value-based meta-reinforcement learning framework for traffic signal control

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deeprl_signal_control

multi-agent deep reinforcement learning for large-scale traffic signal control.

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Deep-QLearning-Agent-for-Traffic-Signal-Control

A framework where a deep Q-Learning Reinforcement Learning agent tries to choose the correct traffic light phase at an intersection to maximize traffic efficiency.

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traffic_light_rl

Integrate AutoRL into DQN to implement a single traffic signal control system.

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StageLight

SUMO Pytorch Deep Reinforcement Learning Traffic Signal Control

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Hybrid-Deep-RL-Traffic-Signal-Control

Hybrid Deep Reinforcement Learning for Intelligent Traffic Signal Control

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Multi-agent-RL-traffic-light-control

Decentralized reinforcement learning for city-scale traffic light control

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intelligent_traffic_lights

Traffic Lights Control with Deep Learning

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DI-smartcross

Decision Intelligence platform for Traffic Crossing Signal Control

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DRL_Traffic-Signal-Control

Investigating Q-Learning and DQN variants for Traffic Signal Control problem

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2WSI-RL

Study on the application of reinforcement learning to the management of a traffic light intersection.

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knowledge-pool

This is a Knowledge Pool on the systemic impacts of the digitalisation and automation of transport.

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windows-cursors-modern

Remake of the classic and aero cursors from Microsoft Windows

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stanford-cs-229-machine-learning

VIP cheatsheets for Stanford's CS 229 Machine Learning

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decision-transformer

Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

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AI-Product-Index

A curated index to track AI-powered products.

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Prompt-Engineering-Guide

🐙 Guides, papers, lecture, notebooks and resources for prompt engineering

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sumo-rl

Reinforcement Learning environments for Traffic Signal Control with SUMO. Compatible with Gymnasium, PettingZoo, and popular RL libraries.

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dictionary

Dictionary of Ukrainian counterparts for technical terms

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link-preview-sidebar

Browser extension to open links in a sidebar instead of a new tab.

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Deep-Learning-Specialization-Coursera

Deep Learning Specialization Course by Coursera. Neural Networks, Deep Learning, Hyper Tuning, Regularization, Optimization, Data Processing, Convolutional NN, Sequence Models are including this Course.

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