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AutoML tools chain

Awesome Automl ⭐ 785

Curating a list of AutoML-related research, tools, projects and other resources

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.

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.

Nas Without Training ⭐ 321

Code for Neural Architecture Search without Training (ICML 2021)

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.

aw_nas: A Modularized and Extensible NAS Framework

Fairdarts ⭐ 153

Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search

Meta Learning ⭐ 151

meta-learning research

Randomnas_release ⭐ 140

Code release for paper "Random Search and Reproducibility for NAS"

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

Nas With Code ⭐ 72

Neural Architecture Search (NAS) papers with code

Smoothdarts ⭐ 54

Code for our ICML'2020 paper "Stabilizing Differentiable Architecture Search via Perturbation-based Regularization"

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

Dynamic Distribution Pruning for Efficient Network Architecture Search

Few Shot Nas ⭐ 39

Cyclic Differentiable Architecture Search

MixPath: A Unified Approach for One-shot Neural Architecture Search

Eval Nas ⭐ 25

PyTorch Code for "Evaluating the search phase of Neural Architecture Search" @ ICLR 2020

Nas Encodings ⭐ 24

Encodings for neural architecture search

Code for our ICLR'2021 paper "DrNAS: Dirichlet Neural Architecture Search"

Binary Nas ⭐ 22

Neural Architecture Search ⭐ 21

This repo is about NAS

Towards Benchmarking And Dissecting One Shot Neural Architecture Search ⭐ 19

EAT-NAS: Elastic Architecture Transfer for Accelerating Large-scale Neural Architecture Search

Nas Papers ⭐ 16

Paper list of network architecture search (NAS)

Breaking the Curse of Space Explosion: Towards Efficient NAS with Curriculum Search

Ista Nas ⭐ 15

released code for the paper: ISTA-NAS: Efficient and Consistent Neural Architecture Search by Sparse Coding

Papers Of Nas ⭐ 15

Personal Digest of NAS (Under Construction 🛠)

Darts_asha ⭐ 12

Code release to reproduce ASHA experiments from "Random Search and Reproducibility for NAS."

Macronasbenchmark ⭐ 12

Benchmarks for Macro Neural Architecture Search; used and described in the paper "Local Search is a Remarkably Strong Baseline for Neural Architecture Search", https://arxiv.org/abs/2004.08996

Local_search ⭐ 12

Local search for NAS

Autopanoptic ⭐ 10

Implementation of NeurIPS2020 paper: Auto-Panoptic: Multi-Component Architecture Search for Panoptic Segmentation

A heart rate estimation approach to automatically search a lightweight network that can achieve even higher accuracy than a complex network while reducing the computational cost.

Bayesian Optimization with Neural Architectures for Neural Architecture Search - https://arxiv.org/abs/1910.11858

Weaved deep aggregation network based on NAS

Automl Nas Papers ⭐ 8

a list of papers on Auto Deep learning with Neural network architecture search

μNAS is a neural architecture search (NAS) system that designs small-yet-powerful microcontroller-compatible neural networks.

Gaea_release ⭐ 7

Code release to accompany paper "Geometry-Aware Gradient Algorithms for Neural Architecture Search."

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