model-compression · GitHub Topics

#计算机科学#An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

翻译 - 用于自动化机器学习生命周期的开源AutoML工具包，包括功能工程，神经体系结构搜索，模型压缩和超参数调整。

automl 深度学习 neural-architecture-search hyperparameter-optimization distributed bayesian-optimization automated-machine-learning 机器学习数据科学 Tensorflow PyTorch 神经网络深度神经网络 model-compression feature-engineering nas Python hyperparameter-tuning mlops

Python 14.14 k

8 个月前

huawei-noah / Efficient-AI-Backbones

Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.

翻译 - [CVPR2020]超越MobileNetV3：“ GhostNet：廉价运营带来的更多功能”

convolutional-neural-networks efficient-inference imagenet model-compression Tensorflow PyTorch ghostnet transformer pretrained-models vision-transformer

Python 4.16 k

3 个月前

dkozlov / awesome-knowledge-distillation

#计算机科学#Awesome Knowledge Distillation

knowledge-distillation teacher-student distillation model-compression 深度学习

3.61 k

1 天前

huawei-noah / Pretrained-Language-Model

Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.

翻译 - 华为诺亚方舟实验室开发的预训练语言模型及其相关优化技术。

knowledge-distillation model-compression quantization pretrained-models

Python 3.07 k

1 年前

VainF / Torch-Pruning

[CVPR 2023] DepGraph: Towards Any Structural Pruning

pruning model-compression network-pruning channel-pruning efficient-deep-learning cvpr2023

Python 2.9 k

8 天前

Tencent / PocketFlow

#计算机科学#An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.

翻译 - 自动模型压缩（AutoMC）框架，用于开发更小，更快的AI应用程序。

深度学习 model-compression mobile-app automl 机器视觉

Python 2.8 k

2 年前

FLHonker / Awesome-Knowledge-Distillation

#计算机科学#Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。

distillation 深度学习 transfer-learning model-compression

2.56 k

2 年前

he-y / Awesome-Pruning

#Awesome#A curated list of neural network pruning resources.

pruning model-compression Awesome Lists

2.42 k

1 年前

666DZY666 / micronet

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-Ari...

翻译 - 基于pytorch的模型压缩（1，量化：8/4 / 2bits（dorefa），三进制/二进制值（twn / bnn / xnornet）； 2，修剪：常规，常规和组卷积通道修剪； 3，组卷积结构； 4，特征（A）的二进制值的分批归一化折叠）

quantization pruning dorefa twn bnn xnor-net PyTorch model-compression group-convolution convolutional-networks quantization-aware-training post-training-quantization tensorrt onnx

Python 2.23 k

3 年前

Efficient-ML / Awesome-Model-Quantization

#计算机科学#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 (pape...

深度学习 quantization Awesome Lists model-compression efficient-deep-learning model-quantization

2.02 k

9 天前

haitongli / knowledge-distillation-pytorch

A PyTorch implementation for exploring deep and shallow knowledge distillation (KD) experiments with flexibility

PyTorch knowledge-distillation 深度神经网络 cifar10 model-compression 机器视觉

Python 1.92 k

2 年前

AberHu / Knowledge-Distillation-Zoo

Pytorch implementation of various Knowledge Distillation (KD) methods.

knowledge-distillation teacher-student model-compression distillation

Python 1.67 k

3 年前

tensorflow / model-optimization

#计算机科学#A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

翻译 - 新手和高级用户都可以使用一套工具来优化机器学习模型以进行部署和执行。

Tensorflow 机器学习深度学习 optimization Keras model-compression compression pruning sparsity quantization

Python 1.52 k

1 个月前

microsoft / NeuronBlocks

#自然语言处理#NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego

翻译 - NLP DNN工具包-像玩乐高游戏一样建立NLP DNN模型

question-answering 深度学习 PyTorch 自然语言处理 text-classification 人工智能 dnn qna text-matching knowledge-distillation model-compression sequence-labeling

Python 1.46 k

2 年前

huawei-noah / Efficient-Computing

Efficient computing methods developed by Huawei Noah's Ark Lab

knowledge-distillation model-compression binary-neural-networks pruning quantization self-supervised

Jupyter Notebook 1.25 k

4 个月前

ethanhe42 / channel-pruning

Channel Pruning for Accelerating Very Deep Neural Networks (ICCV'17)

image-recognition model-compression acceleration object-detection image-classification channel-pruning 深度神经网络

Python 1.08 k

10 个月前

MingSun-Tse / Efficient-Deep-Learning

#计算机科学#Collection of recent methods on (deep) neural network compression and acceleration.

model-compression network-pruning knowledge-distillation 深度学习深度神经网络 efficient-deep-learning

937

3 个月前

horseee / DeepCache

[CVPR 2024] DeepCache: Accelerating Diffusion Models for Free

diffusion-models efficient-inference model-compression stable-diffusion

Python 854

8 个月前

guan-yuan / awesome-AutoML-and-Lightweight-Models

#Awesome#A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hype...

automl meta-learning automated-feature-engineering hyperparameter-optimization model-compression Awesome Lists neural-architecture-search nas PyTorch quantization Tensorflow

851

4 年前

alibaba / TinyNeuralNetwork

#计算机科学#TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.

PyTorch 深度学习 model-compression pruning model-converter quantization-aware-training 深度神经网络 post-training-quantization

Python 787

10 天前