⚡️SwanLab - an open-source, modern-design AI training tracking and visualization tool. Supports Cloud / Self-hosted use. Integrated with PyTorch / Transformers / LLaMA Factory / veRL/ Swift / Ultra…

Using Neural Processes to learn posterior over causal structures.

GDI, OpenGL and Direct3D 9 re-implementation of the DirectDraw API for classic 2D games for better compatibility with Windows ME, 2000, XP, Vista, 7, 8, 10, 11, Wine (Linux/macOS/Android) and Virtu…

This is a repo which contains sampled data from DREAM4 dataset.

Scalable Python DS & ML, in an API compatible & lightning fast way.

CausalNLP is a practical toolkit for causal inference with text as treatment, outcome, or "controlled-for" variable.

Android上强大的悬浮窗组件，支持 系统浮窗(需要权限)、应用内浮窗(无权限)、局部悬浮(View)，支持边缘吸附、回弹、自定义动画、位置保存、窗口化及分屏后位置修复等。Android without permission suspension window(App), support global(View), local suspension, support edge adsorp…

A game theoretic approach to explain the output of any machine learning model.

Code for paper: NTS-NOTEARS: Learning Nonparametric DBNs With Prior Knowledge

Rainbow is all you need! A step-by-step tutorial from DQN to Rainbow

make your statistical research faster

LEAP is a novel tool for discovering latent temporal causal relations.

Tigramite is a python package for causal inference with a focus on time series data. The Tigramite documentation is at

Continuous Industrial Process datasets for benchmarking Causal Discovery methods

An index of algorithms for learning causality with data

Implement PC algorithm in Python | PC 算法的 Python 实现

Download image from the Docker Hub HTTPS API

ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its go…

PCIC 2021 Track1: Causal Discovery

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 graphic…

The algorithms about root cause analysis/localization/diagnosis in AIOps.

Repository for the Tetrad Project, www.phil.cmu.edu/tetrad.

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