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Uplift modeling and causal inference with machine learning algorithms

Python 5,405 811 Updated May 22, 2025

Control Traffic lights intelligently with Reinforcement Learning!

Jupyter Notebook 14 6 Updated Jun 11, 2020
Python 133 22 Updated Nov 4, 2024

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

Python 380 87 Updated May 31, 2022

Reinforcement Learning + traffic microsimulation (via SUMO). Uses Ray RLLIB and forces SUMO into the OpenAI Gym Framework

Python 53 9 Updated Dec 4, 2023

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

Python 849 221 Updated May 11, 2025

VISSIM Reinforcement Learning for Urban Traffic Control. DQN, DDQN, D3QN, A2C, PER.

Jupyter Notebook 44 9 Updated Sep 17, 2021

The source code of paper "Decentralized Neighbouring Information Fusion for Traffic Network Signal Control" and related baselines.

Python 21 1 Updated Apr 30, 2024

IntelliLight: A Reinforcement Learning Approach for Intelligent Traffic Light Control

Python 200 49 Updated May 5, 2023

PRML algorithms implemented in Python

Jupyter Notebook 11,597 3,249 Updated Apr 5, 2025

using vehicle's trajectory data to analysis the driver's driving behaviors, then to predict the car accident rate

Python 21 4 Updated Jul 27, 2019

Adaptive large neighbourhood search (and more!) in Python.

Python 517 135 Updated Feb 25, 2025

Library for generating human mouse movement with python

Python 177 35 Updated Oct 3, 2023

backtrader教程,包括数据、框架、策略及评估

Jupyter Notebook 57 14 Updated Aug 23, 2021

BackTrader中文教程笔记(by:量化投资与机器学习),系统性介绍Bactrader的特性、策略构建、数据结构、回测交易等,彻底掌握量化神器的使用方法。章节:介绍篇、数据篇、指标篇、交易篇、策略篇、可视化篇……(持续更新中)

Python 1,537 344 Updated Oct 21, 2021

Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations

Jupyter Notebook 8,683 2,953 Updated Apr 16, 2023

📈 如何用深度强化学习自动炒股

Jupyter Notebook 3,286 750 Updated Nov 22, 2022

A use-case focused tutorial for time series forecasting with python

Jupyter Notebook 669 219 Updated May 23, 2023

This repo includes introduction, code and dataset of our paper Deep Sequence Learning with Auxiliary Information for Traffic Prediction (KDD 2018).

Python 231 81 Updated Jul 15, 2020

Copy LaTeX Equations as Word Equations, a Chrome Extension

JavaScript 466 51 Updated Oct 1, 2020

A missing value imputation library based on machine learning. It's implementation missForest, simple edition of MICE(R pacakge), knn, EM, etc....

Python 107 18 Updated Mar 17, 2024

Autoencoder network for imputing missing values

Python 27 8 Updated May 13, 2019

Generative Adversarial Imputation Networks (GAIN) Pytorch version

Python 29 3 Updated Nov 6, 2018

Imputation of missing values in tables.

JavaScript 488 70 Updated Jun 17, 2024

PyTorch implementation of "MIDA: Multiple Imputation using Denoising Autoencoders"

Jupyter Notebook 28 8 Updated Mar 5, 2019
Jupyter Notebook 1 Updated Mar 28, 2019

Demonstration code for missing data imputation using Variational Autoencoders (VAE)

Python 23 6 Updated Mar 25, 2019

Code supporting the paper "Multimodal Autoencoder: A Deep Learning Approach to Filling In Missing Sensor Data and Enabling Better Mood Prediction"

Python 70 30 Updated Dec 13, 2018
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