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network-compression

Here are 20 public repositories matching this topic...

NervanaSystems / distiller

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Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://nervanasystems.github.io/distiller

deep-neural-networks jupyter-notebook pytorch regularization pruning quantization group-lasso distillation onnx truncated-svd network-compression pruning-structures early-exit automl-for-compression

Updated Jul 23, 2020
Jupyter Notebook

quic / aimet

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AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.

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

Updated Aug 11, 2020
Python

clovaai / overhaul-distillation

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Official PyTorch implementation of "A Comprehensive Overhaul of Feature Distillation" (ICCV 2019)

knowledge-distillation teacher-student knowledge-transfer network-compression iccv2019

Updated Jun 23, 2020
Python

bhheo / AB_distillation

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Knowledge Transfer via Distillation of Activation Boundaries Formed by Hidden Neurons (AAAI 2019)

transfer-learning knowledge-distillation knowledge-transfer network-compression teacher-student-learning

Updated Sep 9, 2019
Python

bhheo / BSS_distillation

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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

musco-ai / musco-pytorch

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MUSCO: MUlti-Stage COmpression of neural networks

deep-neural-networks pytorch tensor-decomposition cp-decomposition tucker model-compression network-acceleration model-acceleration truncated-svd network-compression low-rank vbmf

Updated May 27, 2020
Jupyter Notebook

ofsoundof / group_sparsity

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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 Apr 30, 2020
Python

ofsoundof / dhp

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

pruning meta-learning hypernetworks differentiable network-compression

Updated Mar 30, 2020

A-suozhang / awesome-quantization-and-fixed-point-training

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Neural Network Quantization & Low-Bit Fixed Point Training For Hardware-Friendly Algorithm Design

fixed-point quantization network-compression

Updated Aug 7, 2020

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

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Deep Neural Network Compression based on Student-Teacher Network

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

Updated Jun 17, 2019
Python

ofsoundof / learning_filter_basis

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

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

Updated Apr 30, 2020
Python

musco-ai / musco-tf

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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 Oct 27, 2019
Python

cambridge-mlg / arch_uncert

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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

Yifan122 / NetworkCompress

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pruning

pruning quantization network-compression

Updated Mar 9, 2019
Python

MortalHappiness / ML2019SPRING

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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

maxblumental / network-compression

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android compression neural-networks svd tflite network-compression

Updated Mar 5, 2019
Jupyter Notebook

Hulalazz / Embedded-Neural-Network

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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

quic / aimet-pages

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AIMET GitHub pages documentation

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

Updated Jun 14, 2020
HTML

Hulalazz / Deep-Compression-AlexNet

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Deep Compression on AlexNet

network-compression

Updated May 7, 2018
Python

shaharpit809 / Deep-Learning-Models

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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

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