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41 search results found

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

Awesome Knowledge Distillation ⭐ 3,222

Awesome Knowledge Distillation

Pocketflow ⭐ 2,553

An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.

Awesome Knowledge Distillation ⭐ 2,182

Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。

Awesome Model Quantization ⭐ 1,449

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 (papers, repositories) that are missed by the repo.

Model Optimization ⭐ 1,445

A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

Neuronblocks ⭐ 1,441

NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego

Efficient Deep Learning ⭐ 885

Collection of recent methods on (deep) neural network compression and acceleration.

Tinyneuralnetwork ⭐ 681

TinyNeuralNetwork is an efficient and easy-to-use deep learning model compression framework.

Knowledge Distillation Papers ⭐ 638

knowledge distillation papers

Lightctr ⭐ 599

Lightweight and Scalable framework that combines mainstream algorithms of Click-Through-Rate prediction based computational DAG, philosophy of Parameter Server and Ring-AllReduce collective communication.

Deep Compression Alexnet ⭐ 599

Deep Compression on AlexNet

Awesome Model Compression And Acceleration ⭐ 534

Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.

Awesome Ml Model Compression ⭐ 378

Awesome machine learning model compression research papers, tools, and learning material.

Model Compression Papers ⭐ 306

Papers for deep neural network compression and acceleration

Only_train_once ⭐ 242

OTOv1-v3, NeurIPS, ICLR, TMLR, DNN Training, Compression, Structured Pruning, Erasing Operators, CNN, LLM

Mobile Id ⭐ 180

Deep Face Model Compression

Awesome Ai Infrastructures ⭐ 171

Infrastructures™ for Machine Learning Training/Inference in Production.

Ayolov2 ⭐ 152

Keras_compressor ⭐ 152

Model Compression CLI Tool for Keras.

Font_recognition Deepfont ⭐ 136

Its a implementation of DeepFont : Identify Your Font from An Image using Keras

🤖 An automated machine learning framework for audio, text, image, video, or .CSV files (50+ featurizers and 15+ model trainers). Python 3.6 required.

Microexpnet ⭐ 118

MicroExpNet: An Extremely Small and Fast Model For Expression Recognition From Frontal Face Images

Aquvitae ⭐ 88

Knowledge Distillation Toolkit

Mayo: Auto-generation of hardware-friendly deep neural networks. Dynamic Channel Pruning: Feature Boosting and Suppression.

Heterofl Computation And Communication Efficient Federated Learning For Heterogeneous Clients ⭐ 79

HeteroFL: Computation and Communication Efficient Federated Learning for Heterogeneous Clients

An Open Source Deep Learning Inference Engine Based on FPGA

Keras_model_compression ⭐ 55

Model Compression Based on Geoffery Hinton's Logit Regression Method in Keras applied to MNIST 16x compression over 0.95 percent accuracy.An Implementation of "Distilling the Knowledge in a Neural Network - Geoffery Hinton et. al"

Model Compression And Acceleration Progress ⭐ 50

Repository to track the progress in model compression and acceleration

A _guide_ To_data_sciecne_from_mathematics ⭐ 47

It is a blueprint to data science from the mathematics to algorithms. It is not completed.

Cv_dl_gather ⭐ 42

Gather research papers, corresponding codes (if having), reading notes and any other related materials about Hot🔥🔥🔥 fields in Computer Vision based on Deep Learning.

Code for IJCAI2019 paper

Dlcv2018spring ⭐ 32

Deep Learning for Computer Vision (CommE 5052) in NTU

Model_compression ⭐ 28

deep learning model compression based on keras

Fastpose ⭐ 24

pytorch realtime multi person keypoint estimation

Lossless_compression ⭐ 21

We propose a lossless compression algorithm based on the NTK matrix for DNN. The compressed network yields asymptotically the same NTK as the original (dense and unquantized) network, with its weights and activations taking values only in {0, 1, -1} up to scaling.

Awesome Ai On The Edge ⭐ 18

Resources of our survey paper "Enabling AI on Edges: Techniques, Applications and Challenges"

Research Paper Summaries ⭐ 17

A directory with some interesting research paper summaries in the field of Deep Learning

Deep Learning Compression and Acceleration SDK -- deep model compression for Edge and IoT embedded systems, and deep model acceleration for clouds and private servers

Pruning Deep Neural Networks From A Sparsity Perspective ⭐ 12

[ICLR 2023] Pruning Deep Neural Networks from a Sparsity Perspective

[ACL 2023] Code for paper “Tailoring Instructions to Student’s Learning Levels Boosts Knowledge Distillation”(https://arxiv.org/abs/2305.09651)

Integer-only Zero-shot Quantization for Efficient Speech Recognition

Chip_neurips2021 ⭐ 9

Code for CHIP: CHannel Independence-based Pruning for Compact Neural Networks (NeruIPS 2021).

Mtcnn_pytorch ⭐ 8

eve-mli: making learning interesting

DA2Lite is an automated model compression toolkit for PyTorch.

The official implementation of LumiNet: The Bright Side of Perceptual Knowledge Distillation https://arxiv.org/abs/2310.03669

Mnist_distilling_john ⭐ 6

reproduce 《Distilling the Knowledge in a Neural Network》

ptdeco is a library for model optimization by decomposition built on top of PyTorch

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