GitHub topics: neural-architecture-search

Repositories

keras-team/autokeras

AutoML library for deep learning

Language: Python - Size: 43.4 MB - Last synced at: about 1 hour ago - Pushed at: 5 months ago - Stars: 9,232 - Forks: 1,413

syne-tune/syne-tune

Large scale and asynchronous Hyperparameter and Architecture Optimization at your fingertips.

Language: Python - Size: 10.4 MB - Last synced at: 4 days ago - Pushed at: 4 days ago - Stars: 403 - Forks: 52

automl/NASLib

NASLib is a Neural Architecture Search (NAS) library for facilitating NAS research for the community by providing interfaces to several state-of-the-art NAS search spaces and optimizers.

Language: Python - Size: 519 MB - Last synced at: 3 days ago - Pushed at: 6 months ago - Stars: 554 - Forks: 122

microsoft/nni 📦

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

Language: Python - Size: 127 MB - Last synced at: 4 days ago - Pushed at: 10 months ago - Stars: 14,185 - Forks: 1,820

MLRichter/receptive_field_analysis_toolbox

A toolbox for receptive field analysis and visualizing neural network architectures

Language: Python - Size: 1.35 MB - Last synced at: about 12 hours ago - Pushed at: about 13 hours ago - Stars: 114 - Forks: 5

D-X-Y/Awesome-AutoDL

Automated Deep Learning: Neural Architecture Search Is Not the End (a curated list of AutoDL resources and an in-depth analysis)

Language: Python - Size: 231 KB - Last synced at: 4 days ago - Pushed at: over 2 years ago - Stars: 2,281 - Forks: 317

gigwegbe/tinyml-papers-and-projects

This is a list of interesting papers and projects about TinyML.

Size: 281 KB - Last synced at: 4 days ago - Pushed at: 4 months ago - Stars: 864 - Forks: 148

datawhalechina/awesome-compression

模型压缩的小白入门教程

Size: 302 MB - Last synced at: 5 days ago - Pushed at: 6 months ago - Stars: 274 - Forks: 34

google-research/morph-net

Fast & Simple Resource-Constrained Learning of Deep Network Structure

Language: Python - Size: 6.13 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 1,030 - Forks: 151

im-knots/gvft

Gestalt Vector Field Theory: Toward a Field-Theoretic Framework for Modular Cognition

Language: Python - Size: 476 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 0 - Forks: 0

SimonBlanke/Hyperactive

An optimization and data collection toolbox for convenient and fast prototyping of computationally expensive models.

Language: Python - Size: 30.5 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 517 - Forks: 48

microsoft/archai

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

Language: Python - Size: 48.3 MB - Last synced at: 6 days ago - Pushed at: 7 months ago - Stars: 476 - Forks: 89

automl/neps

Neural Pipeline Search (NePS): Helps deep learning experts find the best neural pipeline.

Language: Python - Size: 22.1 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 76 - Forks: 17

Neural is a domain-specific language (DSL) designed for defining, training, debugging, and deploying neural networks. With declarative syntax, cross-framework support, and built-in execution tracing (NeuralDbg), it simplifies deep learning development.

Language: HTML - Size: 501 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 13 - Forks: 1

DataCanvasIO/HyperTS

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

Language: Python - Size: 7.62 MB - Last synced at: about 18 hours ago - Pushed at: 24 days ago - Stars: 274 - Forks: 30

zal0302/NASAL

The demo PyTorch implementation of Knowledge-Based System 2025 paper "Towards Efficient Salient Object Detection via U-Shape Architecture Search"

Language: Python - Size: 4.53 MB - Last synced at: 7 days ago - Pushed at: 13 days ago - Stars: 3 - Forks: 0

markdtw/awesome-architecture-search

A curated list of awesome architecture search resources

Size: 54.7 KB - Last synced at: 6 days ago - Pushed at: over 4 years ago - Stars: 1,187 - Forks: 199

hibayesian/awesome-automl-papers

A curated list of automated machine learning papers, articles, tutorials, slides and projects

Size: 16.8 MB - Last synced at: 12 days ago - Pushed at: 11 months ago - Stars: 4,081 - Forks: 691

PrasannaPulakurthi/MMD-AdversarialNAS

Enhancing GAN Performance Through Neural Architecture Search and Tensor Decomposition

Language: Python - Size: 9.53 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 4 - Forks: 1

PrasannaPulakurthi/MMD-PMish-NAS

Enhancing GANs with MMD Neural Architecture Search, PMish Activation Function, and Adaptive Rank Decomposition

Language: Python - Size: 9.69 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 1 - Forks: 0

joeddav/devol

Genetic neural architecture search with Keras

Language: Python - Size: 83 KB - Last synced at: 6 days ago - Pushed at: almost 2 years ago - Stars: 949 - Forks: 112

jhu-lcsr/costar_plan

Integrating learning and task planning for robots with Keras, including simulation, real robot, and multiple dataset support.

Language: Python - Size: 42.3 MB - Last synced at: 6 days ago - Pushed at: almost 6 years ago - Stars: 72 - Forks: 23

microsoft/nn-Meter

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

Language: Python - Size: 58.3 MB - Last synced at: 4 days ago - Pushed at: 9 months ago - Stars: 350 - Forks: 62

kubeflow/katib

Automated Machine Learning on Kubernetes

Language: Python - Size: 100 MB - Last synced at: 16 days ago - Pushed at: 23 days ago - Stars: 1,571 - Forks: 473

microsoft/Moonlit

This is a collection of our research on efficient AI, covering hardware-aware NAS and model compression.

Language: Python - Size: 12 MB - Last synced at: 4 days ago - Pushed at: 7 months ago - Stars: 83 - Forks: 7

tamagochi-descompuesto1/NLP-NAS

NLP proyect related to NAS for text generation DNNs.

Language: Python - Size: 3.94 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 1 - Forks: 0

chaoyanghe/Awesome-Federated-Learning

FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

Size: 210 KB - Last synced at: 17 days ago - Pushed at: over 2 years ago - Stars: 1,950 - Forks: 329

EMI-Group/evoxbench

Transforming Neural Architecture Search (NAS) into multi-objective optimization problems. A benchmark suite for testing evolutionary algorithms in deep learning.

Language: Python - Size: 1.74 MB - Last synced at: 6 days ago - Pushed at: 2 months ago - Stars: 122 - Forks: 17

ianwhale/nsga-net

NSGA-Net, a Neural Architecture Search Algorithm

Language: Python - Size: 2.43 MB - Last synced at: 2 days ago - Pushed at: over 5 years ago - Stars: 268 - Forks: 80

mit-han-lab/mcunet

[NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning

Language: Python - Size: 12 MB - Last synced at: 21 days ago - Pushed at: about 1 year ago - Stars: 556 - Forks: 94

automl/HpBandSter

a distributed Hyperband implementation on Steroids

Language: Python - Size: 7.17 MB - Last synced at: 3 days ago - Pushed at: over 2 years ago - Stars: 616 - Forks: 107

tensorflow/adanet

Fast and flexible AutoML with learning guarantees.

Language: Jupyter Notebook - Size: 2.46 MB - Last synced at: 4 days ago - Pushed at: over 1 year ago - Stars: 3,464 - Forks: 530

naszilla/naszilla

Naszilla is a Python library for neural architecture search (NAS)

Language: Python - Size: 1.72 MB - Last synced at: 1 day ago - Pushed at: over 2 years ago - Stars: 309 - Forks: 46

deephyper/deephyper

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

Language: Python - Size: 44.3 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 288 - Forks: 61

carpedm20/ENAS-pytorch

PyTorch implementation of "Efficient Neural Architecture Search via Parameters Sharing"

Language: Python - Size: 12.9 MB - Last synced at: 27 days ago - Pushed at: almost 2 years ago - Stars: 2,714 - Forks: 491

quark0/darts

Differentiable architecture search for convolutional and recurrent networks

Language: Python - Size: 4.7 MB - Last synced at: 28 days ago - Pushed at: over 4 years ago - Stars: 3,949 - Forks: 840

DataCanvasIO/Hypernets

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

Language: Python - Size: 17.8 MB - Last synced at: 29 days ago - Pushed at: 29 days ago - Stars: 267 - Forks: 41

david-thrower/cerebros-core-algorithm-alpha

The Cerebros package is an ultra-precise Neural Architecture Search (NAS) / AutoML that is intended to much more closely mimic biological neurons than conventional neural network architecture strategies.

Language: Jupyter Notebook - Size: 56.6 MB - Last synced at: 16 days ago - Pushed at: 16 days ago - Stars: 27 - Forks: 3

THUMNLab/AutoGL

An autoML framework & toolkit for machine learning on graphs.

Language: Python - Size: 1.88 MB - Last synced at: 30 days ago - Pushed at: 9 months ago - Stars: 1,106 - Forks: 121

seungwonpark/RandWireNN

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

Language: Python - Size: 2.2 MB - Last synced at: 4 days ago - Pushed at: almost 6 years ago - Stars: 686 - Forks: 135

jmaczan/darts-toolkit

Differentiable Architecture Search Toolkit in PyTorch Lightning

Language: Python - Size: 228 KB - Last synced at: 29 days ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

yashkant/enas-quantized-nets

Efficient Neural Architecture Search coupled with Quantized CNNs to search for resource efficient and accurate architectures.

Language: Python - Size: 15 MB - Last synced at: 18 days ago - Pushed at: over 6 years ago - Stars: 5 - Forks: 2

SKKU-ESLAB/Auto-Compression

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

Language: C - Size: 106 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 21 - Forks: 18

alison-carrera/onn

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

Language: Python - Size: 66.4 KB - Last synced at: 19 days ago - Pushed at: over 5 years ago - Stars: 186 - Forks: 46

THUMNLab/awesome-auto-graph-learning

A paper collection about automated graph learning

Size: 112 KB - Last synced at: 6 days ago - Pushed at: 11 months ago - Stars: 96 - Forks: 7

guan-yuan/awesome-AutoML-and-Lightweight-Models

A list of high-quality (newest) AutoML works and lightweight models including 1.) Neural Architecture Search, 2.) Lightweight Structures, 3.) Model Compression, Quantization and Acceleration, 4.) Hyperparameter Optimization, 5.) Automated Feature Engineering.

Size: 150 KB - Last synced at: 4 days ago - Pushed at: almost 4 years ago - Stars: 853 - Forks: 160

negrinho/deep_architect

A general, modular, and programmable architecture search framework

Language: Python - Size: 1.81 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 123 - Forks: 18

cgao-comp/S2I

Language: Python - Size: 0 Bytes - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

titu1994/neural-architecture-search

Basic implementation of [Neural Architecture Search with Reinforcement Learning](https://arxiv.org/abs/1611.01578).

Language: Python - Size: 105 KB - Last synced at: about 1 month ago - Pushed at: almost 4 years ago - Stars: 435 - Forks: 113

HuangJunh/EMixConv

Automated design of neural networks with multi-scale convolutions via multi-path weight sampling

Language: Python - Size: 0 Bytes - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

leopard-ai/betty

Betty: an automatic differentiation library for generalized meta-learning and multilevel optimization

Language: Python - Size: 2.85 MB - Last synced at: 18 days ago - Pushed at: 11 months ago - Stars: 338 - Forks: 28

HuangJunh/EDE-NAS

[AJCAI2022] Eclectic Differential Evolution for Neural Architecture Search (EDE-NAS)

Language: Python - Size: 17.6 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 2 - Forks: 0

HuangJunh/EPCNAS

[TEVC] Efficient Particle Swarm Optimization for Compact Neural Architecture Search (EPCNAS)

Language: Python - Size: 29.3 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 8 - Forks: 0

HuangJunh/SLE-NAS

[TNNLS 2023] Split-Level Evolutionary Neural Architecture Search with Elite Weight Inheritance (SLE-NAS)

Language: Python - Size: 22.5 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 3 - Forks: 1

matt-lourens/hierarqcal

Generate hierarchical quantum circuits for Neural Architecture Search.

Language: Python - Size: 50.6 MB - Last synced at: 10 days ago - Pushed at: about 1 month ago - Stars: 47 - Forks: 16

D-X-Y/AutoDL-Projects

Automated deep learning algorithms implemented in PyTorch.

Language: Python - Size: 11 MB - Last synced at: 27 days ago - Pushed at: about 3 years ago - Stars: 1,576 - Forks: 283

marcelovca90/auto-ml-evaluation

Code of the article "A practical evaluation of AutoML tools for binary, multiclass, and multilabel classification".

Language: Jupyter Notebook - Size: 39.2 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 8 - Forks: 1

ultmaster/neuralpredictor.pytorch

Open source reproduction in PyTorch of "Neural Predictor for Neural Architecture Search".

Language: Python - Size: 134 KB - Last synced at: 22 days ago - Pushed at: over 4 years ago - Stars: 39 - Forks: 9

negrinho/deep_architect_legacy

DeepArchitect: Automatically Designing and Training Deep Architectures

Language: Python - Size: 34.2 KB - Last synced at: about 1 month ago - Pushed at: over 5 years ago - Stars: 145 - Forks: 20

JiahuiYu/slimmable_networks

Slimmable Networks, AutoSlim, and Beyond, ICLR 2019, and ICCV 2019

Language: Python - Size: 321 KB - Last synced at: 29 days ago - Pushed at: about 2 years ago - Stars: 916 - Forks: 130

tinyvision/PreNAS

The official implementation of paper PreNAS: Preferred One-Shot Learning Towards Efficient Neural Architecture Search

Language: Python - Size: 59.6 KB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 26 - Forks: 6

automl/awesome-transformer-search

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

Size: 50.8 KB - Last synced at: 3 days ago - Pushed at: almost 2 years ago - Stars: 264 - Forks: 29

d-li14/regnet.pytorch

PyTorch-style and human-readable RegNet with a spectrum of pre-trained models

Language: Python - Size: 16.6 KB - Last synced at: about 1 month ago - Pushed at: about 4 years ago - Stars: 69 - Forks: 14

VITA-Group/AutoSpeech

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

Language: Python - Size: 193 KB - Last synced at: 28 days ago - Pushed at: over 2 years ago - Stars: 208 - Forks: 42

mit-han-lab/tinyengine

[NeurIPS 2020] MCUNet: Tiny Deep Learning on IoT Devices; [NeurIPS 2021] MCUNetV2: Memory-Efficient Patch-based Inference for Tiny Deep Learning; [NeurIPS 2022] MCUNetV3: On-Device Training Under 256KB Memory

Language: C - Size: 235 MB - Last synced at: about 2 months ago - Pushed at: 5 months ago - Stars: 843 - Forks: 137

gomerudo/nas-env

A simple OpenAI Gym environment for Neural Architecture Search (NAS)

Language: Python - Size: 198 KB - Last synced at: 23 days ago - Pushed at: about 5 years ago - Stars: 30 - Forks: 3

msuzen/bristol

Parallel random matrix tools and complexity for deep learning

Language: Jupyter Notebook - Size: 463 KB - Last synced at: 13 days ago - Pushed at: about 1 year ago - Stars: 33 - Forks: 13

intel/e2eAIOK 📦

Intel® End-to-End AI Optimization Kit

Language: Jupyter Notebook - Size: 220 MB - Last synced at: 24 days ago - Pushed at: 10 months ago - Stars: 31 - Forks: 21

VITA-Group/TENAS

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

Language: Python - Size: 216 KB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 167 - Forks: 31

PKU-DAIR/SGL

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

Language: Python - Size: 4.08 MB - Last synced at: 28 days ago - Pushed at: about 1 year ago - Stars: 150 - Forks: 22

jackguagua/awesome-nas-papers

Awesome Neural Architecture Search Papers

Size: 152 KB - Last synced at: 7 days ago - Pushed at: over 1 year ago - Stars: 404 - Forks: 55

VITA-Group/FasterSeg

[ICLR 2020] "FasterSeg: Searching for Faster Real-time Semantic Segmentation" by Wuyang Chen, Xinyu Gong, Xianming Liu, Qian Zhang, Yuan Li, Zhangyang Wang

Language: Python - Size: 5.99 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 526 - Forks: 106

PKU-DAIR/mindware Fork of thomas-young-2013/mindware

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

Language: Python - Size: 62.9 MB - Last synced at: 2 days ago - Pushed at: over 3 years ago - Stars: 56 - Forks: 9