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58 search results found

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

Autokeras ⭐ 9,023

AutoML library for deep learning

Awesome Automl Papers ⭐ 3,607

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

Adanet ⭐ 3,309

Fast and flexible AutoML with learning guarantees.

Darts ⭐ 2,775

Differentiable architecture search for convolutional and recurrent networks

Awesome Autodl ⭐ 2,207

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

Autodl Projects ⭐ 1,546

Automated deep learning algorithms implemented in PyTorch.

Autogl ⭐ 1,035

An autoML framework & toolkit for machine learning on graphs.

Morph Net ⭐ 1,010

Fast & Simple Resource-Constrained Learning of Deep Network Structure

Genetic neural architecture search with Keras

Awesome Automl And Lightweight Models ⭐ 647

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.

Hpbandster ⭐ 551

a distributed Hyperband implementation on Steroids

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.

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

Pnasnet.pytorch ⭐ 299

PyTorch implementation of PNASNet-5 on ImageNet

Naszilla ⭐ 269

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

Awesome Nas Papers ⭐ 258

Awesome Neural Architecture Search Papers

Hypernets ⭐ 256

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

Deephyper ⭐ 253

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

aw_nas: A Modularized and Extensible NAS Framework

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

Hyperts ⭐ 225

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

[ACL-IJCNLP 2021] Automated Concatenation of Embeddings for Structured Prediction

Autospeech ⭐ 204

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

Nas Benchmark ⭐ 148

[ICLR 2020] NAS evaluation is frustratingly hard

Deep_architect_legacy ⭐ 146

DeepArchitect: Automatically Designing and Training Deep Architectures

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

Nsga Net ⭐ 114

NSGA-Net, a Neural Architecture Search Algorithm

Petridishnn ⭐ 110

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

Bossnas ⭐ 104

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

Pnasnet.tf ⭐ 101

TensorFlow implementation of PNASNet-5 on ImageNet

Deep_architect ⭐ 98

A general, modular, and programmable architecture search framework

Nsganetv2 ⭐ 89

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

[CVPR 2020] MTL-NAS: Task-Agnostic Neural Architecture Search towards General-Purpose Multi-Task Learning

Awesome Auto Graph Learning ⭐ 77

A paper collection about automated graph learning

Instanas ⭐ 72

⚡️ [AAAI'20][ICML'19 AutoML] InstaNAS: Instance-aware Neural Architecture Search

Arch2vec ⭐ 47

[NeurIPS 2020] "Does Unsupervised Architecture Representation Learning Help Neural Architecture Search?" by Shen Yan, Yu Zheng, Wei Ao, Xiao Zeng, Mi Zhang

Efficientnas ⭐ 46

Towards Automated Deep Learning: Efficient Joint Neural Architecture and Hyperparameter Search https://arxiv.org/abs/1807.06906

reimplementation of "Learning Transferable Architectures for Scalable Image Recognition" using mnist dataset, include controller

Efficient Bert ⭐ 31

This repository contains the code for the paper in Findings of EMNLP 2021: "EfficientBERT: Progressively Searching Multilayer Perceptron via Warm-up Knowledge Distillation".

Intel® End-to-End AI Optimization Kit

Cerebros Core Algorithm Alpha ⭐ 26

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.

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

Nas Encodings ⭐ 24

Encodings for neural architecture search

Neural Architecture Search ⭐ 21

This repo is about NAS

Code for ViTAS_Vision Transformer Architecture Search

Nas Bench Macro ⭐ 21

NAS Benchmark in "Prioritized Architecture Sampling with Monto-Carlo Tree Search", CVPR2021

Codeepneat ⭐ 19

An implementation of CoDeepNEAT using pytorch with extensions

[ICML 2021 Oral] "CATE: Computation-aware Neural Architecture Encoding with Transformers" by Shen Yan, Kaiqiang Song, Fei Liu, Mi Zhang

The released code for the paper: ''Designing the Topology of Graph Neural Networks: A Novel Feature Fusion Perspective" in WebConf 2022

Cvpr2022 Nas Competition Track1 3th Solution ⭐ 17

Implementation of PGONAS for CVPR22W and RD-NAS for ICASSP23

The released code for the paper: Pooling Architecture Search for Graph Classification, in CIKM 2021.

Neural Architecture Search ⭐ 11

Re-implementation of Neural Architecture Search using Reinforcement Learning

Official implementation of NeurIPS 22 paper "Monte Carlo Tree Search based Variable Selection for High-Dimensional Bayesian Optimization"

Code release for Adversarial Branch Architecture Search for Unsupervised Domain Adaptation

Hierarchical_nas_construction ⭐ 8

Official repository for "Construction of Hierarchical Neural Architecture Search Spaces based on Context-free Grammars" (NeurIPS 2023)

Augmentedneuralarchitecturesearch_with_reinforce ⭐ 8

Differentiable neural architecture search

Autodispnet ⭐ 8

Code for AutoDispNet (ICCV 2019)

Smooth Variational Graph Embeddings for Efficient Neural Architecture Search

Neuralpredictor.pytorch ⭐ 7

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

EEEA-Net: An Early Exit Evolutionary Neural Architecture Search

Neurosymbolic Tinyml ⭐ 5

TinyNS: Platform-Aware Neurosymbolic Auto Tiny Machine Learning

1-58 of 58 search results

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