Stars
An Open-Source Library for Training Binarized Neural Networks
Reference implementations of popular Binarized Neural Networks
Bolt is a deep learning library with high performance and heterogeneous flexibility.
LQ-Nets: Learned Quantization for Highly Accurate and Compact Deep Neural Networks
pytorch implementation of "Differentiable Soft Quantization: Bridging Full-Precision and Low-Bit Neural Networks"
Pytorch implementation of our paper accepted by NeurIPS 2020 -- Rotated Binary Neural Network
Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。
Lecture Notes for Linear Algebra Featuring Python. This series of lecture notes will walk you through all the must-know concepts that set the foundation of data science or advanced quantitative ski…
Quantization library for PyTorch. Support low-precision and mixed-precision quantization, with hardware implementation through TVM.
PyHessian is a Pytorch library for second-order based analysis and training of Neural Networks
A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (p…
micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-…
OpenMMLab Detection Toolbox and Benchmark
Slimmable Networks, AutoSlim, and Beyond, ICLR 2019, and ICCV 2019
MNN is a blazing fast, lightweight deep learning framework, battle-tested by business-critical use cases in Alibaba. Full multimodal LLM Android App:[MNN-LLM-Android](./apps/Android/MnnLlmChat/READ…
Datasets, Transforms and Models specific to Computer Vision
Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.
Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.
Tensors and Dynamic neural networks in Python with strong GPU acceleration
An Open Source Machine Learning Framework for Everyone
Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://intellabs.github.io/distiller
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.