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Top 84 neural-architecture-search open source projects

rnn darts fastai

Implement Differentiable Architecture Search (DARTS) for RNN with fastai

✭ 21

Jupyter Notebook python language-modeling pytorch recurrent-neural-networks fastai neural-architecture-search

TF-NAS

TF-NAS: Rethinking Three Search Freedoms of Latency-Constrained Differentiable Neural Architecture Search (ECCV2020)

✭ 66

python shell imagenet nas neural-architecture-search tf-nas searched-architectures search-freedoms latency-constrained

mindware

An efficient open-source AutoML system for automating machine learning lifecycle, including feature engineering, neural architecture search, and hyper-parameter tuning.

✭ 34

distributed-systems data-science machine-learning deep-learning ensemble-learning bayesian-optimization neural-architecture-search meta-learning hyper-parameter-optimization blackbox-optimization automl-algorithms automl-pipeline knobs-tuning

BossNAS

(ICCV 2021) BossNAS: Exploring Hybrid CNN-transformers with Block-wisely Self-supervised Neural Architecture Search

✭ 125

python shell transformer nas automl neural-architecture-search self-supervised-learning hybrid-neural-network

ESNAC

Learnable Embedding Space for Efficient Neural Architecture Compression

✭ 27

python bayesian-optimization model-compression neural-architecture-search

deep-learning-roadmap

my own deep learning mastery roadmap

✭ 40

roadmap deep-neural-networks ai deep-learning neural-network cnn generative-adversarial-network gan papers gans nas neural-architecture-search

nn-Meter

A DNN inference latency prediction toolkit for accurately modeling and predicting the latency on diverse edge devices.

✭ 211

python machine-learning deep-neural-networks deep-learning latency inference pytorch tensorflow-models edge-computing neural-architecture-search edge-ai efficient-model onnx-models

pcdarts-tf2

PC-DARTS (PC-DARTS: Partial Channel Connections for Memory-Efficient Differentiable Architecture Search, published in ICLR 2020) implemented in Tensorflow 2.0+. This is an unofficial implementation.

✭ 25

python tensorflow tf2 darts cifar10 neural-architecture-search cifar-10 tensorflow2 iclr2020 pc-darts pcdarts

AGD

[ICML2020] "AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks" by Yonggan Fu, Wuyang Chen, Haotao Wang, Haoran Li, Yingyan Lin, Zhangyang Wang

✭ 98

python compression pytorch generative-adversarial-network neural-architecture-search

Neural-Architecture-Search

This repo is about NAS

✭ 26

deep-neural-networks optimization paper nas automl neural-architecture-search efficient-architecture-search

AutoSTR

H. Zhang, Q. Yao, M. Yang, Y. Xu, X. Bai. AutoSTR: Efficient Backbone Search for Scene Text Recognition. European Conference on Computer Vision (ECCV). 2020.

✭ 77

python neural-architecture-search scene-text-recognition

DUN

Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)

bristol

Parallel random matrix tools and complexity for deep learning

✭ 25

Jupyter Notebook python shell deep-learning machine-learning-algorithms statistical-mechanics deep-learning-papers complexity-analysis neural-architecture-search complexity-measure random-matrix-theory spin-glass ergodicity random-matrices circular-ensembles deep-learning-complexity

CM-NAS

CM-NAS: Cross-Modality Neural Architecture Search for Visible-Infrared Person Re-Identification (ICCV2021)

✭ 39

python shell nas neural-architecture-search reid cross-modality visible-infrared cm-nas

receptive field analysis toolbox

A toolbox for receptive field analysis and visualizing neural network architectures

✭ 84

python javascript visualization machine-learning deep-learning tensorflow pytorch neural-networks hacktoberfest neural-architecture-search receptive-field neural-architecture-optimization receptive-field-analysis

HyperKeras

An AutoDL tool for Neural Architecture Search and Hyperparameter Optimization on Tensorflow and Keras

✭ 29

Jupyter Notebook python deep-learning tensorflow keras cnn dnn automl neural-architecture-search nasnet enas autodl

torchprune

A research library for pytorch-based neural network pruning, compression, and more.

✭ 133

shell python Dockerfile machine-learning sparsity compression deep-learning pytorch neural-networks pruning tensor-decomposition neural-architecture-search weight-pruning sparsification filter-pruning tinyml generalization-ability coresets pruning-algorithms

onn

Online Deep Learning: Learning Deep Neural Networks on the Fly / Non-linear Contextual Bandit Algorithm (ONN_THS)

✭ 139

python reinforcement-learning neural-network pytorch thompson-sampling reinforcement-learning-algorithms machine-learning-library neural-architecture-search contextual-bandits mab pytorch-implemention multiarmed-bandits pytorch-implementation thompson-algorithm

Hypernets

A General Automated Machine Learning framework to simplify the development of End-to-end AutoML toolkits in specific domains.

✭ 221

python Jupyter Notebook reinforcement-learning keras mcts hyperparameter-optimization evolutionary-algorithms nas monte-carlo-tree-search hyperparameter-tuning automl neural-architecture-search nasnet enas autodl

MetaD2A

Official PyTorch implementation of "Rapid Neural Architecture Search by Learning to Generate Graphs from Datasets" (ICLR 2021)

✭ 49

python machine-learning pytorch neural-architecture-search meta-learning efficient-deep-learning

NASBench-PyTorch

A PyTorch implementation of NASBench

✭ 43

python pytorch neural-architecture-search

Auto-Compression

Automatic DNN compression tool with various model compression and neural architecture search techniques

✭ 19

c C++python assembly Jupyter Notebook shell machine-learning model-compression neural-architecture-search

awesome-transformer-search

A curated list of awesome resources combining Transformers with Neural Architecture Search

✭ 194

transformer neural-architecture-search

AutoSpeech

[InterSpeech 2020] "AutoSpeech: Neural Architecture Search for Speaker Recognition" by Shaojin Ding*, Tianlong Chen*, Xinyu Gong, Weiwei Zha, Zhangyang Wang

✭ 195

python shell pytorch speaker-recognition automl neural-architecture-search autospeech

61-84 of 84 neural-architecture-search projects

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