Su Nguyen's Projects
Character Interaction Networks for George R. R. Martin's "A Song of Ice and Fire" saga
A curated list of awesome Deep Reinforcement Learning resources
Python package for learning the graphical structure of Bayesian networks, parameter learning, inference and sampling methods.
Open-source code for paper CDT: Cascading Decision Trees for Explainable Reinforcement Learning
ChartSeer: Interactive Steering Exploratory Visual Analysis with Machine Intelligence
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
Materials for CTB courses
Using and Understanding ortools' CP-SAT: A Primer and Cheat Sheet
An experimentation and research platform to investigate the interaction of automated agents in an abstract simulated network environments.
Collection of useful data science topics along with code and articles
NYU Shortcourse -- "Data Science and Social Science" materials
Datapane is the easiest way to create data science reports from Python.
Distributed Evolutionary Algorithms in Python
ICML paper 'High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach'
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.
Code from the paper "Effective Diversity in Population Based Reinforcement Learning", presented as a spotlight at NeurIPS 2020. This is the Evolution Strategies implementation, but of course the method can be used for gradient based RL algorithms (e.g. TD3).
An End-To-End, Lightweight and Flexible Platform for Game Research
Extended Supervised Tracking and Classifying System (ExSTraCS) Version 2.0.2 Beta (Python 3.5)
Gym Grammar Guided Genetic Programming
Google Research
Genetic Programming version of GOMEA. Also includes standard tree-based GP, and Semantic Backpropagation-based GP
Genetic Programming in Python, with a scikit-learn inspired API
Grammar-Guided Genetic Programming Library
Explainable AI: From Simple Rules to Complex Generative Models
Your interactive network visualizing dashboard
Official implementation of paper "Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning"