Automl Open Source Projects

Browse 188 Automl open source projects, ranked by GitHub stars. Find the most popular Automl tools and libraries.

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1-60 of 188 projects
14,363 stars

microsoft/nni

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

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Stars14,363
10,544 stars

autogluon/autogluon

Fast and Accurate ML in 3 Lines of Code

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Stars10,544
10,047 stars

EpistasisLab/tpot

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

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Stars10,047
9,324 stars

keras-team/autokeras

AutoML library for deep learning

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Stars9,324
8,121 stars

automl/auto-sklearn

Automated Machine Learning with scikit-learn

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Stars8,121
7,665 stars

alteryx/featuretools

An open source python library for automated feature engineering

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Stars7,665
7,499 stars

h2oai/h2o-3

H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.

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Stars7,499
6,478 stars

google/automl

Google Brain AutoML

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Stars6,478
5,488 stars

zenml-io/zenml

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

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Stars5,488
5,211 stars

kelvins/awesome-mlops

:sunglasses: A curated list of awesome MLOps tools

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Stars5,211
5,075 stars

tencentmusic/cube-studio

cube studio开源云原生一站式机器学习/深度学习/大模型AI平台,mlops算法链路全流程,算力租赁平台,notebook在线开发,拖拉拽任务流pipeline编排,多机多卡分布式训练,超参搜索,推理服务VGPU虚拟化,边缘计算,标注平台自动化标注,deepseek等大模型sft微调/奖励模型/强化学习训练,vllm/ollama/mindie大模型多机推理,私有知识库,AI模型市场,支持国产cpu/gpu/npu 昇腾生态,支持RDMA,支持pytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/ray/volcano等分布式

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Stars5,075
4,844 stars

Nixtla/statsforecast

Lightning ⚡️ fast forecasting with statistical and econometric models.

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Stars4,844
4,682 stars

dotnet/machinelearning-samples

Samples for ML.NET, an open source and cross-platform machine learning framework for .NET.

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Stars4,682
4,486 stars

salesforce/Merlion

Merlion: A Machine Learning Framework for Time Series Intelligence

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Stars4,486
4,379 stars

microsoft/FLAML

A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.

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Stars4,379
4,191 stars

HuaizhengZhang/Awesome-System-for-Machine-Learning

A curated list of research in machine learning systems (MLSys). Paper notes are also provided.

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Stars4,191
4,150 stars

hibayesian/awesome-automl-papers

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

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Stars4,150
3,998 stars

quark0/darts

Differentiable architecture search for convolutional and recurrent networks

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Stars3,998
3,600 stars

MilesCranmer/PySR

High-Performance Symbolic Regression in Python and Julia

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Stars3,600
3,456 stars

tensorflow/adanet

Fast and flexible AutoML with learning guarantees.

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Stars3,456
3,337 stars

shankarpandala/lazypredict

Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning

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Stars3,337
3,275 stars

mljar/mljar-supervised

Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation

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Stars3,275
3,184 stars

teddylee777/machine-learning

머신러닝 입문자 혹은 스터디를 준비하시는 분들에게 도움이 되고자 만든 repository입니다. (This repository is intented for helping whom are interested in machine learning study)

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Stars3,184
3,139 stars

nidhaloff/igel

a delightful machine learning tool that allows you to train, test, and use models without writing code

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Stars3,139
2,923 stars

keras-team/keras-tuner

A Hyperparameter Tuning Library for Keras

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Stars2,923
2,908 stars

Tencent/PocketFlow

An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.

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Stars2,908
2,540 stars

microsoft/forecasting

Time Series Forecasting Best Practices & Examples

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Stars2,540
2,538 stars

automl/Auto-PyTorch

Automatic architecture search and hyperparameter optimization for PyTorch

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Stars2,538
2,429 stars

metarank/metarank

A low code Machine Learning personalized ranking service for articles, listings, search results, recommendations that boosts user engagement. A friendly Learn-to-Rank engine

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Stars2,429
2,348 stars

alibaba/EasyRec

A framework for large scale recommendation algorithms.

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Stars2,348
2,340 stars

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)

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Stars2,340
2,277 stars

salesforce/TransmogrifAI

TransmogrifAI (pronounced trăns-mŏgˈrə-fī) is an AutoML library for building modular, reusable, strongly typed machine learning workflows on Apache Spark with minimal hand-tuning

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Stars2,277
2,144 stars

neuralmagic/sparseml

Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

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Stars2,144
1,956 stars

Vespa314/chan.py

开放式的缠论python实现框架,支持形态学/动力学买卖点分析计算,多级别K线联立,区间套策略,可视化绘图,多种数据接入,策略开发,交易系统对接;

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Stars1,956
1,952 stars

mit-han-lab/once-for-all

[ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

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Stars1,952
1,905 stars

AutoViML/AutoViz

Automatically Visualize any dataset, any size with a single line of code. Created by Ram Seshadri. Collaborators Welcome. Permission Granted upon Request.

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Stars1,905
1,900 stars

GoogleCloudPlatform/java-docs-samples

Java and Kotlin Code samples used on cloud.google.com

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Stars1,900
1,867 stars

minimaxir/automl-gs

Provide an input CSV and a target field to predict, generate a model + code to run it.

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Stars1,867
1,836 stars

microsoft/Cream

This is a collection of our NAS and Vision Transformer work.

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Stars1,836
1,737 stars

ScottfreeLLC/AlphaPy

Python AutoML for Trading Systems and Sports Betting

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Stars1,737
1,663 stars

datamllab/tods

TODS: An Automated Time-series Outlier Detection System

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Stars1,663
1,654 stars

ClimbsRocks/auto_ml

[UNMAINTAINED] Automated machine learning for analytics & production

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Stars1,654
1,605 stars

kakaobrain/fast-autoaugment

Official Implementation of 'Fast AutoAugment' in PyTorch.

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Stars1,605
1,580 stars

D-X-Y/AutoDL-Projects

Automated deep learning algorithms implemented in PyTorch.

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Stars1,580
1,561 stars

tobegit3hub/advisor

Open-source implementation of Google Vizier for hyper parameters tuning

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Stars1,561
1,538 stars

AxeldeRomblay/MLBox

MLBox is a powerful Automated Machine Learning python library.

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Stars1,538
1,500 stars

h2oai/h2o-tutorials

Tutorials and training material for the H2O Machine Learning Platform

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Stars1,500
1,468 stars

modelfoxdotdev/modelfox

ModelFox makes it easy to train, deploy, and monitor machine learning models.

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Stars1,468
1,465 stars

sb-ai-lab/LightAutoML

Fast and customizable framework for automatic ML model creation (AutoML)

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Stars1,465
1,453 stars

xuannianz/EfficientDet

EfficientDet (Scalable and Efficient Object Detection) implementation in Keras and Tensorflow

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Stars1,453
1,446 stars

mit-han-lab/proxylessnas

[ICLR 2019] ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware

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Stars1,446
1,423 stars

winedarksea/AutoTS

Automated Time Series Forecasting

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Stars1,423
1,420 stars

googleapis/google-cloud-ruby

Google Cloud Client Library for Ruby

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Stars1,420
1,383 stars

MedMNIST/MedMNIST

[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification

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Stars1,383
1,274 stars

openvinotoolkit/training_extensions

Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™

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Stars1,274
1,235 stars

automl/SMAC3

SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

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Stars1,235
1,196 stars

DeepWisdom/AutoDL

Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL challenge@NeurIPS.

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Stars1,196
1,189 stars

mit-han-lab/tinyml

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Stars1,189
1,137 stars

THUMNLab/AutoGL

An autoML framework & toolkit for machine learning on graphs.

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Stars1,137
1,099 stars

serengil/tensorflow-101

TensorFlow 101: Introduction to Deep Learning

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Stars1,099
1-60 of 188 projects
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