Guocong Zhai's repositories
AI_Curriculum
Open Deep Learning and Reinforcement Learning lectures from top Universities like Stanford, MIT, UC Berkeley.
applied-methods-phd
Repo for Yale Applied Empirical Methods PHD Course
awesome-causality-algorithms
An index of algorithms for learning causality with data
awesome-real-world-rl
Great resources for making Reinforcement Learning work in Real Life situations. Papers,projects and more.
cheatsheets
Posit Cheat Sheets - Can also be found at https://posit.co/resources/cheatsheets/.
chicago-taxi-data
Import and analyze Chicago public taxi and ride-hailing data
Collect-escooter-data
The code is designed to collect escooter trip data hourly
course-content
Summer course content for Neuromatch Academy
Explainable-MP
Code for "Towards Explainable Multi-modal Motion Prediction using Graph Representations"
flow
Computational framework for reinforcement learning in traffic control
GANITE
Codebase for GANITE: Estimation of Individualized Treatment Effects using GANs - ICLR 2018
Slides
The posters and slides for publications
Statistics_Notebook
Advanced statistical methods in the transportation area
city-surfaces
CitySurfaces semantic segmentation of sidewalk surfaces
Deep-Reinforcement-Learning-Hands-On
Hands-on Deep Reinforcement Learning, published by Packt
DeepRL_Algorithms
DeepRL algorithms implementation easy for understanding and reading with Pytorch and Tensorflow 2(DQN, REINFORCE, VPG, A2C, TRPO, PPO, DDPG, TD3, SAC)
deeprl_signal_control
multi-agent deep reinforcement learning for large-scale traffic signal control.
game-theoretic-forecasting-planning
Code for IROS 2023 paper "A Game-Theoretic Framework for Joint Forecasting and Planning"
GAN-for-tabular-data
We well know GANs for success in the realistic image generation. However, they can be applied in tabular data generation. We will review and examine some recent papers about tabular GANs in action.
generative-models
Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.
ml_stat_class
Machine Learning in Statistics JHU class
movingpandas
Movement trajectory classes and functions built on top of GeoPandas
tf2rl
TensorFlow2 Reinforcement Learning
tile2net
Automated mapping of pedestrian networks from aerial imagery tiles
trajdata
A unified interface to many trajectory forecasting datasets.
trajectory_dataset_support
Some plugins for highD series dataset
waymo-open-dataset
Waymo Open Dataset