neural-architecture-search

There are 376 repositories under neural-architecture-search topic.

  • deephyper

    DeepHyper: Scalable Asynchronous Neural Architecture and Hyperparameter Search for Deep Neural Networks

    Language:Python277

  • RandWireNN

    Pytorch Implementation of: "Exploring Randomly Wired Neural Networks for Image Recognition"

    Language:Python274

  • HyperTS

    A Full-Pipeline Automated Time Series (AutoTS) Analysis Toolkit.

    Language:Python269

  • Hypernets

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

    Language:Python267

  • nsga-net

    NSGA-Net, a Neural Architecture Search Algorithm

    Language:Python267

  • awesome-transformer-search

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

    262

  • aw_nas

    aw_nas: A Modularized and Extensible NAS Framework

    Language:Python246

  • DNA

    (CVPR 2020) Block-wisely Supervised Neural Architecture Search with Knowledge Distillation

    Language:Python234

  • AtomNAS

    [ICLR 2020]: 'AtomNAS: Fine-Grained End-to-End Neural Architecture Search'

    Language:Python222

  • awesome-compression

    模型压缩的小白入门教程

    218

  • AutoSpeech

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

    Language:Python208

  • onn

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

    Language:Python182

  • GraphNAS

    This directory contains code necessary to run the GraphNAS algorithm.

    Language:Python177

  • Lycoris

    A lightweight and easy-to-use deep learning framework with neural architecture search.

    Language:C++176

  • TENAS

    [ICLR 2021] "Neural Architecture Search on ImageNet in Four GPU Hours: A Theoretically Inspired Perspective" by Wuyang Chen, Xinyu Gong, Zhangyang Wang

    Language:Python167

  • sgas

    SGAS: Sequential Greedy Architecture Search (CVPR'2020) https://www.deepgcns.org/auto/sgas

    Language:Python162

  • torchprune

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

    Language:Shell160

  • nsganetv2

    [ECCV2020] NSGANetV2: Evolutionary Multi-Objective Surrogate-Assisted Neural Architecture Search

    Language:Python151

  • Single-Path-One-Shot-NAS-MXNet

    Single Path One-Shot NAS MXNet implementation with full training and searching pipeline. Support both Block and Channel Selection. Searched models better than the original paper are provided.

    Language:Python151

  • nas-segm-pytorch

    Code for Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells, CVPR '19

    Language:Smalltalk150
  • NAS-Benchmark

    NAS-Benchmark

    [ICLR 2020] NAS evaluation is frustratingly hard

    Language:Python149

  • Hydra

    Multi-Task Learning Framework on PyTorch. State-of-the-art methods are implemented to effectively train models on multiple tasks.

    Language:Python149

  • SGL

    A scalable graph learning toolkit for extremely large graph datasets. (WWW'22, 🏆 Best Student Paper Award)

    Language:Python147

  • deep_architect_legacy

    DeepArchitect: Automatically Designing and Training Deep Architectures

    Language:Python144

  • SCARLET-NAS

    Bridging the gap Between Stability and Scalability in Neural Architecture Search

    Language:Python141

  • BossNAS

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

    Language:Python138

  • nasbot

    Neural Architecture Search with Bayesian Optimisation and Optimal Transport

    Language:Python133

  • NASPapers

    Paper lists of neural architecture search (NAS)

    128

  • RobNets

    [CVPR 2020] When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks

    Language:Python124

  • EvoNorm

    Unofficial PyTorch Implementation of EvoNorm

    Language:Python121

  • deep_architect

    A general, modular, and programmable architecture search framework

    Language:Python121

  • receptive_field_analysis_toolbox

    A toolbox for receptive field analysis and visualizing neural network architectures

    Language:Python113

  • petridishnn

    Code for the neural architecture search methods contained in the paper Efficient Forward Neural Architecture Search

    Language:Python110

  • AGD

    [ICML 2020] "AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks" by Yonggan Fu, Wuyang Chen, Haotao Wang, Haoran Li, Yingyan (Celine) Lin, and Zhangyang (Atlas) Wang.

    Language:Python104

  • PNASNet.TF

    TensorFlow implementation of PNASNet-5 on ImageNet

    Language:Python102

  • awesome-auto-graph-learning

    A paper collection about automated graph learning

    98