#

network-compression

Here are 30 public repositories matching this topic...

Hulalazz / Deep-Compression-AlexNet

Deep Compression on AlexNet

network-compression

Updated May 7, 2018
Python

Hulalazz / Embedded-Neural-Network

collection of works aiming at reducing model sizes or the ASIC/FPGA accelerator for machine learning

network-pruning network-compression accelerated-network

Updated Jul 8, 2018

maxblumental / network-compression

android compression neural-networks svd tflite network-compression

Updated Mar 5, 2019
Jupyter Notebook

shaharpit809 / Deep-Learning-Models

This repository consists of application of Deep Learning Models like DNN, CNN (1D and 2D), RNN (LSTM and GRU) and Variational Autoencoders written from scratch in tensorflow.

lstm speech-recognition convolutional-neural-network speaker-verification variational-autoencoders deep-neural-network network-compression

Updated Jun 16, 2019
Jupyter Notebook

MortalHappiness / ML2019SPRING

Homework for Machine Learning (2019, Spring) at NTU

machine-learning deep-learning neural-network clustering linear-regression keras cnn dnn pytorch pca rnn unsupervised-learning network-compression model-attack

Updated Aug 16, 2019
Python

IU-SAIGE / sparse_mle

2020 INTERSPEECH, "Sparse Mixture of Local Experts for Efficient Speech Enhancement".

speech-enhancement network-compression mixture-of-experts

Updated Jun 15, 2020
Python

quic / aimet-pages

AIMET GitHub pages documentation

open-source machine-learning opensource deep-neural-networks compression deep-learning pruning quantization auto-ml network-quantization network-compression

Updated May 16, 2024
HTML

Yifan122 / NetworkCompress

pruning

pruning quantization network-compression

Updated Mar 9, 2019
Python

kartikgupta-at-anu / md-bnn

Code implementation of our AISTATS'21 paper "Mirror Descent View for Neural Network Quantization"

network-compression binarized-neural-networks quantized-neural-networks mirror-descent

Updated Feb 19, 2021
Python

malena1906 / Pruning-Weights-with-Biobjective-Optimization-Keras

Overparameterization and overfitting are common concerns when designing and training deep neural networks. Network pruning is an effective strategy used to reduce or limit the network complexity, but often suffers from time and computational intensive procedures to identify the most important connections and best performing hyperparameters. We s…

machine-learning sparsity ai tensorflow keras python3 image-classification automl l1-regularization network-compression unstructured-weight-pruning multiobjective-learning soft-pruning stochastic-multi-gradient dichotomic-serach dense-layers

Updated Sep 1, 2020
Python

yuxwind / ExactCompression

[NeurIPS 2021] Official PyTorch Code of Scaling Up Exact Neural Network Compression by ReLU Stability

lossless-compression-algorithm network-compression

Updated Mar 27, 2022
Python

musco-ai / musco-tf

MUSCO: Multi-Stage COmpression of neural networks

deep-neural-networks tensorflow tensor-decomposition cp-decomposition tucker low-rank-approximation truncated-svd network-compression vbmf musco cnn-compresion cnn-acceleration

Updated Jan 7, 2021
Python

cambridge-mlg / arch_uncert

Code for "Variational Depth Search in ResNets" (https://arxiv.org/abs/2002.02797)

reproducible-research uncertainty mnist expectation-maximization svhn bayesian-inference variational-inference residual-networks bayesian-neural-networks neural-architecture-search bayesian-deep-learning fashion-mnist reproducible-paper resnets network-compression sparse-neural-networks learnt-depth network-depths

Updated Jun 12, 2020
Jupyter Notebook

yukaikw / Machine-Learning

李宏毅教授 ML 2020 機器學習課程筆記 & 實作

machine-learning deep-learning regression cnn gan classification rnn transfer-learning unsupervised-learning anomaly-detection adversarial-attacks explainable-ai network-compression

Updated Dec 20, 2021
Python

pvtien96 / CORING

💍 Efficient tensor decomposition-based filter pruning

tensor-decomposition network-pruning hosvd network-compression tucker-decomposition filter-pruning structured-pruning tinyml

Updated May 21, 2024
Jupyter Notebook

Zhengyu-Li / Deep-Network-Compression-based-on-Student-Teacher-Network-

Deep Neural Network Compression based on Student-Teacher Network

tensorflow densenet deeplearning multi-gpu teacher-student network-compression

Updated Jul 6, 2023
Python

ofsoundof / learning_filter_basis

Pytorch implemenation of "Learning Filter Basis for Convolutional Neural Network Compression" ICCV2019

image-classification super-resolution low-rank-approximation network-compression

Updated Mar 28, 2022
Python

ofsoundof / dhp

This is the official implementation of "DHP: Differentiable Meta Pruning via HyperNetworks".

pruning meta-learning hypernetworks differentiable network-compression

Updated Mar 28, 2022
Python

ofsoundof / group_sparsity

Group Sparsity: The Hinge Between Filter Pruning and Decomposition for Network Compression. CVPR2020.

low-rank-approximation network-compression filter-pruning proximal-gradient-descent group-sparsity

Updated Mar 28, 2022
Python

bhheo / BSS_distillation

Knowledge Distillation with Adversarial Samples Supporting Decision Boundary (AAAI 2019)

image-classification knowledge-distillation adversarial-samples adversarial-attacks network-compression teacher-student-learning

Updated Sep 9, 2019
Python

Improve this page

Add a description, image, and links to the network-compression topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the network-compression topic, visit your repo's landing page and select "manage topics."