Popular GitHub Repositories for Mixed Effects

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.

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 goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.

NeRF (Neural Radiance Fields) and NeRF in the Wild using pytorch-lightning

AudioLDM: Generate speech, sound effects, music and beyond, with text.

Build, customize and control you own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community: https://discord.gg/TgHXuSJEk6

A Python library for audio data augmentation. Useful for making audio ML models work well in the real world, not just in the lab.

The most accurate natural language detection library for Python, suitable for short text and mixed-language text

Toolkit for efficient experimentation with Speech Recognition, Text2Speech and NLP

The most accurate natural language detection library for Go, suitable for short text and mixed-language text

:art: 数学公式识别增强版：中英文手写印刷公式、支持初级符号推导（数据结构基于 LaTeX 抽象语法树）Math Formula OCR Pro, supports handwrite, Chinese-mixed formulas and simple symbol reasoning (based on LaTeX AST).

Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.

Neural Network Compression Framework for enhanced OpenVINO? inference

MixGRPO: Unlocking Flow-based GRPO Efficiency with Mixed ODE-SDE

The most accurate natural language detection library for Rust, suitable for short text and mixed-language text

Real-time voice-changer for voice-chat, etc. Will support many different voice-filters and features in the future. ?

AI Audio Datasets (AI-ADS) ?, including Speech, Music, and Sound Effects, which can provide training data for Generative AI, AIGC, AI model training, intelligent audio tool development, and audio applications.

Microsoft Automatic Mixed Precision Library

Large collection of number systems providing custom arithmetic for mixed-precision algorithm development and optimization for AI, Machine Learning, Computer Vision, Signal Processing, CAE, EDA, control, optimization, estimation, and approximation.

Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.

[CVPR 2024?Highlight] Official repository for HOLD, the first method that jointly reconstructs articulated hands and objects from monocular videos without assuming a pre-scanned object template and 3D hand-object training data.