Automl Open Source Projects
Browse 188 Automl open source projects, ranked by GitHub stars. Find the most popular Automl tools and libraries.
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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| Stars | 14,363 |
autogluon/autogluon
Fast and Accurate ML in 3 Lines of Code
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| Stars | 10,544 |
EpistasisLab/tpot
A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.
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| Stars | 10,047 |
keras-team/autokeras
AutoML library for deep learning
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| Stars | 9,324 |
automl/auto-sklearn
Automated Machine Learning with scikit-learn
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| Stars | 8,121 |
alteryx/featuretools
An open source python library for automated feature engineering
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| Stars | 7,665 |
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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| Stars | 7,499 |
google/automl
Google Brain AutoML
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| Stars | 6,478 |
zenml-io/zenml
ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.
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| Stars | 5,488 |
kelvins/awesome-mlops
:sunglasses: A curated list of awesome MLOps tools
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| Stars | 5,211 |
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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| Stars | 5,075 |
Nixtla/statsforecast
Lightning ⚡️ fast forecasting with statistical and econometric models.
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| Stars | 4,844 |
dotnet/machinelearning-samples
Samples for ML.NET, an open source and cross-platform machine learning framework for .NET.
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| Stars | 4,682 |
salesforce/Merlion
Merlion: A Machine Learning Framework for Time Series Intelligence
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| Stars | 4,486 |
microsoft/FLAML
A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.
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| Stars | 4,379 |
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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| Stars | 4,191 |
hibayesian/awesome-automl-papers
A curated list of automated machine learning papers, articles, tutorials, slides and projects
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| Stars | 4,150 |
quark0/darts
Differentiable architecture search for convolutional and recurrent networks
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| Stars | 3,998 |
MilesCranmer/PySR
High-Performance Symbolic Regression in Python and Julia
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| Stars | 3,600 |
tensorflow/adanet
Fast and flexible AutoML with learning guarantees.
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| Stars | 3,456 |
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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| Stars | 3,337 |
mljar/mljar-supervised
Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation
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| Stars | 3,275 |
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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| Stars | 3,184 |
nidhaloff/igel
a delightful machine learning tool that allows you to train, test, and use models without writing code
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| Stars | 3,139 |
keras-team/keras-tuner
A Hyperparameter Tuning Library for Keras
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| Stars | 2,923 |
Tencent/PocketFlow
An Automatic Model Compression (AutoMC) framework for developing smaller and faster AI applications.
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| Stars | 2,908 |
microsoft/forecasting
Time Series Forecasting Best Practices & Examples
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| Stars | 2,540 |
automl/Auto-PyTorch
Automatic architecture search and hyperparameter optimization for PyTorch
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| Stars | 2,538 |
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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| Stars | 2,429 |
alibaba/EasyRec
A framework for large scale recommendation algorithms.
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| Stars | 2,348 |
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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| Stars | 2,340 |
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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| Stars | 2,277 |
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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| Stars | 2,144 |
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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| Stars | 1,956 |
mit-han-lab/once-for-all
[ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment
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| Stars | 1,952 |
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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| Stars | 1,905 |
GoogleCloudPlatform/java-docs-samples
Java and Kotlin Code samples used on cloud.google.com
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| Stars | 1,900 |
minimaxir/automl-gs
Provide an input CSV and a target field to predict, generate a model + code to run it.
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| Stars | 1,867 |
microsoft/Cream
This is a collection of our NAS and Vision Transformer work.
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| Stars | 1,836 |
ScottfreeLLC/AlphaPy
Python AutoML for Trading Systems and Sports Betting
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| Stars | 1,737 |
datamllab/tods
TODS: An Automated Time-series Outlier Detection System
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| Stars | 1,663 |
ClimbsRocks/auto_ml
[UNMAINTAINED] Automated machine learning for analytics & production
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| Stars | 1,654 |
kakaobrain/fast-autoaugment
Official Implementation of 'Fast AutoAugment' in PyTorch.
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| Stars | 1,605 |
D-X-Y/AutoDL-Projects
Automated deep learning algorithms implemented in PyTorch.
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| Stars | 1,580 |
tobegit3hub/advisor
Open-source implementation of Google Vizier for hyper parameters tuning
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| Stars | 1,561 |
AxeldeRomblay/MLBox
MLBox is a powerful Automated Machine Learning python library.
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| Stars | 1,538 |
h2oai/h2o-tutorials
Tutorials and training material for the H2O Machine Learning Platform
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| Stars | 1,500 |
modelfoxdotdev/modelfox
ModelFox makes it easy to train, deploy, and monitor machine learning models.
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| Stars | 1,468 |
sb-ai-lab/LightAutoML
Fast and customizable framework for automatic ML model creation (AutoML)
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| Stars | 1,465 |
xuannianz/EfficientDet
EfficientDet (Scalable and Efficient Object Detection) implementation in Keras and Tensorflow
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| Stars | 1,453 |
mit-han-lab/proxylessnas
[ICLR 2019] ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware
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| Stars | 1,446 |
winedarksea/AutoTS
Automated Time Series Forecasting
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| Stars | 1,423 |
googleapis/google-cloud-ruby
Google Cloud Client Library for Ruby
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| Stars | 1,420 |
MedMNIST/MedMNIST
[pip install medmnist] 18x Standardized Datasets for 2D and 3D Biomedical Image Classification
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| Stars | 1,383 |
openvinotoolkit/training_extensions
Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™
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| Stars | 1,274 |
automl/SMAC3
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
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| Stars | 1,235 |
DeepWisdom/AutoDL
Automated Deep Learning without ANY human intervention. 1'st Solution for AutoDL challenge@NeurIPS.
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| Stars | 1,196 |
mit-han-lab/tinyml
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| Stars | 1,189 |
THUMNLab/AutoGL
An autoML framework & toolkit for machine learning on graphs.
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| Stars | 1,137 |
serengil/tensorflow-101
TensorFlow 101: Introduction to Deep Learning
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| Stars | 1,099 |
