AutoML Frameworks

Comprehensive AutoML platforms and tools that automate end-to-end machine learning pipeline creation, including model selection, hyperparameter tuning, and feature engineering for tabular and structured data. Does NOT include specialized neural architecture search, individual hyperparameter optimization tools, or domain-specific ML applications.

There are 110 automl frameworks tracked. 4 score above 70 (verified tier). The highest-rated is process-intelligence-solutions/pm4py at 82/100 with 926 stars. 4 of the top 10 are actively maintained.

Get all 110 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	process-intelligence-solutions/pm4py Official public repository for PM4Py (Process Mining for Python) — an...	82	Verified	926	Python
2	autogluon/autogluon Fast and Accurate ML in 3 Lines of Code	76	Verified	10,091	Python
3	microsoft/FLAML A fast library for AutoML and tuning. Join our Discord:...	74	Verified	4,298	Jupyter Notebook
4	shankarpandala/lazypredict Lazy Predict help build a lot of basic models without much code and helps...	73	Verified	3,301	Python
5	alteryx/evalml EvalML is an AutoML library written in python.	65	Established	845	Python
6	aimclub/FEDOT Automated modeling and machine learning framework FEDOT	65	Established	703	Python
7	IBM/lale Library for Semi-Automated Data Science	64	Established	345	Python
8	keras-team/autokeras AutoML library for deep learning	64	Established	9,308	Python
9	Neuraxio/Neuraxle The world's cleanest AutoML library ✨ - Do hyperparameter tuning with the...	62	Established	614	Python
10	EpistasisLab/tpot A Python Automated Machine Learning tool that optimizes machine learning...	61	Established	10,049	Jupyter Notebook
11	Automunge/AutoMunge Tabular feature encoding pipelines for machine learning with options for...	61	Established	164	Jupyter Notebook
12	openml/automlbenchmark OpenML AutoML Benchmarking Framework	61	Established	453	Python
13	HDI-Project/ATM Auto Tune Models - A multi-tenant, multi-data system for automated machine...	60	Established	527	Python
14	scikit-multiflow/scikit-multiflow A machine learning package for streaming data in Python. The other ancestor of River.	60	Established	795	Python
15	sb-ai-lab/LightAutoML Fast and customizable framework for automatic ML model creation (AutoML)	60	Established	1,447	Python
16	mljar/mljar-supervised Python package for AutoML on Tabular Data with Feature Engineering,...	59	Established	3,246	Python
17	ClimbsRocks/auto_ml [UNMAINTAINED] Automated machine learning for analytics & production	59	Established	1,655	Python
18	AxeldeRomblay/MLBox MLBox is a powerful Automated Machine Learning python library.	59	Established	1,526	Python
19	TsLu1s/atlantic Atlantic: Automated Data Preprocessing Framework for Machine Learning	59	Established	32	Python
20	D-X-Y/Awesome-AutoDL Automated Deep Learning: Neural Architecture Search Is Not the End (a...	57	Established	2,337	Python
21	AutoViML/AutoViz Automatically Visualize any dataset, any size with a single line of code. ...	57	Established	1,888	Python
22	Unbabel/COMET A Neural Framework for MT Evaluation	57	Established	723	Python
23	kaiko-ai/eva Evaluation framework for oncology foundation models (FMs)	57	Established	152	Python
24	ozguraslank/flexml Easy-to-use and flexible AutoML library for Python	56	Established	28	Python
25	rafiqhasan/auto-tensorflow Build Low Code Automated Tensorflow explainable models in just 3 lines of...	56	Established	180	Python
26	AutoViML/deep_autoviml Build tensorflow keras model pipelines in a single line of code. Now with...	56	Established	121	Python
27	minimaxir/automl-gs Provide an input CSV and a target field to predict, generate a model + code...	55	Established	1,870	Python
28	anovos/anovos Anovos - An Open Source Library for Scalable feature engineering Using Apache-Spark	54	Established	74	Jupyter Notebook
29	Palashio/libra Ergonomic machine learning for everyone.	54	Established	1,911	Python
30	EpistasisLab/tpot2 A Python Automated Machine Learning tool that optimizes machine learning...	53	Established	250	Jupyter Notebook
31	reiinakano/xcessiv A web-based application for quick, scalable, and automated hyperparameter...	53	Established	1,266	Python
32	microsoft/AutoBrewML With AutoBrewML Framework the time it takes to get production-ready ML...	52	Established	25	Jupyter Notebook
33	THUMNLab/AutoGL An autoML framework & toolkit for machine learning on graphs.	51	Established	1,137	Python
34	4paradigm/AutoX AutoX is an efficient automl tool, which is mainly aimed at data mining...	51	Established	548	Jupyter Notebook
35	aimclub/Fedot.Industrial Python framework for automated time series classification, regression and forecasting	51	Established	88	Python
36	AutoViML/Auto_ViML Automatically Build Multiple ML Models with a Single Line of Code. Created...	50	Established	545	Python
37	szilard/benchm-ml A minimal benchmark for scalability, speed and accuracy of commonly used...	50	Established	1,894	R
38	DeepWisdom/AutoDL Automated Deep Learning without ANY human intervention. 1'st Solution for...	50	Established	1,188	Python
39	IBM/AutoMLPipeline.jl A package that makes it trivial to create and evaluate machine learning...	50	Established	371	Julia
40	gradsflow/gradsflow-automl An open-source AutoML Library based on PyTorch	49	Emerging	309	Python
41	Auto-DL/Auto-DL Auto-DL helps you make Deep Learning models without writing a single line of...	49	Emerging	197	JavaScript
42	blobcity/autoai Python based framework for Automatic AI for Regression and Classification...	48	Emerging	186	Python
43	jianzhnie/AutoTabular Automatic machine learning for tabular data. ⚡🔥⚡	48	Emerging	70	Python
44	sapientml/sapientml Generative AutoML for Tabular Data	48	Emerging	447	Python
45	KhiopsML/khiops Khiops is an AutoML suite for supervised and unsupervised learning	48	Emerging	74	C++
46	microsoft/nni An open source AutoML toolkit for automate machine learning lifecycle,...	47	Emerging	14,342	Python
47	VIDA-NYU/alpha-automl Alpha-AutoML is a Python library for automatically generating end-to-end...	45	Emerging	23	Python
48	OAID/AutoKernel AutoKernel 是一个简单易用，低门槛的自动算子优化工具，提高深度学习算法部署效率。	45	Emerging	743	C++
49	rishiraj/autolgbm LightGBM + Optuna: Auto train LightGBM directly from CSV files, Auto tune...	44	Emerging	35	Python
50	alteryx/compose A machine learning tool for automated prediction engineering. It allows you...	43	Emerging	510	Python
51	compneurobilbao/ageml AgeML is a Python package for Age Modeling with Machine Learning made easy.	43	Emerging	11	Python
52	dan0nchik/SAP-HANA-AutoML Python Automated Machine Learning library for tabular data.	42	Emerging	46	Python
53	diaoenmao/RPipe Research Pipeline (RPipe)	42	Emerging	24	Python
54	KhiopsML/khiops-python The Python library of the Khiops AutoML suite	41	Emerging	18	Python
55	tier4/autoware-ml Autoware-ML is a machine learning framework for multiple tasks, supporting...	41	Emerging	6	Python
56	autonomio/autonomio Core functionality for the Autonomio augmented intelligence workbench.	40	Emerging	27	Python
57	tvdboom/ATOM Automated Tool for Optimized Modelling	39	Emerging	164	HTML
58	eZWALT/eZAutoML A Democratized, lightweight and modern framework for Python Automated...	39	Emerging	52	Python
59	ClimbsRocks/machineJS [UNMAINTAINED] Automated machine learning- just give it a data file! Check...	39	Emerging	402	Python
60	gtzjh/mymodels Assemble an efficient interpretable machine learning workflow.	39	Emerging	26	Python
61	SkBlaz/autobot An autoML for explainable text classification.	38	Emerging	11	HTML
62	machinelearningnuremberg/DeepPipe [KDD 2023] Deep Pipeline Embeddings for AutoML	37	Emerging	17	Python
63	hse-cs/fulu Fulu is a python library of supernova light curves approximation methods...	37	Emerging	27	Jupyter Notebook
64	ThomasWong2022/thor-public AutoML tools for solving Time-Varying High-Dimensional Ordinal Regression Problems	37	Emerging	16	Python
65	BeastByteAI/falcon A lightweight AutoML library.	36	Emerging	164	Python
66	Eklavya20/diagnost A diagnostics toolkit to help data scientists trust their models, not just...	36	Emerging	—	Python
67	LapshinLeonid/configurable_automl_engine A configuration-driven AutoML orchestrator for automated model selection and...	35	Emerging	1	Python
68	gia-uh/automl-survey An (in-progress) AutoML survey focusing on practical systems.	35	Emerging	16	Python
69	santiviquez/ageml Study the temporal performance degradation of machine learning models.	35	Emerging	16	Python
70	simonprovost/Auto-Sklong ☂️ Auto-Scikit-Longitudinal (Auto-Sklong) is an automated machine learning...	35	Emerging	43	Python
71	ml-for-good/automl We're designing the AutoML platform that would make it easy for...	35	Emerging	32	Java
72	Revca-ANAI/ANAI A to Z of ML	35	Emerging	38	Python
73	LARS-research/AutoML-Tutorial Tutorials about AutoML	34	Emerging	87	—
74	allianceai/endgame A unified framework for tabular, time-series, and multimodal machine learning	33	Emerging	8	Python
75	cTJakt/glaucus A general data-flow-based machine learning suit combining auto machine...	33	Emerging	30	Java
76	zooniverse/hamlet Produces subject set and classification exports suitable for AutoML	33	Emerging	5	Python
77	christian-oleary/AutoML-Python-Benchmark Benchmarks of AutoML Frameworks	32	Emerging	3	Python
78	Tole-k/SageML Library providing all necessary tools to use automatically adjusted Machine...	32	Emerging	6	Python
79	Apaezmx/simplifai Free automated deep learning for spreadsheets	31	Emerging	18	JavaScript
80	marcelovca90/auto-ml-evaluation Code of the article "A practical evaluation of AutoML tools for binary,...	31	Emerging	9	Jupyter Notebook
81	TurboRx/Evo-Learn Automated ML tool leveraging TPOT for efficient model selection and...	30	Emerging	1	Python
82	riteshahlawat/Auto-ML AutoML that runs within your ecosystem	29	Experimental	1	TypeScript
83	moayadeldin/deeptune Advanced CLI tool for automating Machine Learning (AutoML) using...	29	Experimental	17	Python
84	isgel/AutoGrowAI 🌐 Self-Supervised Learning AI Framework \| 自监督学习AI框架	29	Experimental	3	Python
85	govindansriram/CobraML AutoML Software designed to give users access to a whole plethora of ML...	27	Experimental	14	Python
86	jmaczan/text-to-ml Programmable automated machine learning - proof of concept	27	Experimental	15	Python
87	dariodip/rfd-discovery This project, written in Python and Cython, deals with Discovery of Relaxed...	27	Experimental	8	Python
88	abdozmantar/zipml A simple AutoML tool for small datasets with useful helper functions	26	Experimental	1	Python
89	galafis/automl-hyperparameter-optimization Automl Hyperparameter Optimization - Professional Python project	26	Experimental	1	Python
90	MaximAliev/pymodeller Library for automated modelling on tabular data	22	Experimental	—	Python
91	Mohammad-Khot/AutoML A modular AutoML engine for automated model training, tuning, and benchmarking.	22	Experimental	—	Python
92	danijeun/foresee-app AI-powered AutoML platform that transforms CSV files into ML insights in 60...	22	Experimental	1	Python
93	MaximAliev/modelbest Library for automated modelling on tabular data	22	Experimental	—	Python
94	Viswajith-Coder/automl 🤖 Automate machine learning tasks locally in the browser or on a server with...	21	Experimental	—	JavaScript
95	Nike1-1/automl ⚙️ Automate machine learning tasks in-browser or with Node.js, utilizing...	21	Experimental	—	JavaScript
96	aminSa-21/automl 🤖 Simplify machine learning with automl—a local, browser-based tool for...	21	Experimental	—	JavaScript
97	pytabular-ai/auto-scikit-dl An automatic deep tabular learning package	21	Experimental	13	Python
98	Hareeswar2006/PickMyModel PickMyModel is an end to end AutoML and meta-learning system that...	19	Experimental	1	Python
99	zgornel/Kdautoml.jl Knowledge-driven AutoML	19	Experimental	3	Julia
100	GUT-AI/auto-ml Automated Machine Learning (AutoML)	19	Experimental	3	—
101	BhaveshBhakta/Intelligent-ML-Analytics-Engine An AI-powered automated machine learning pipeline for end-to-end dataset...	19	Experimental	1	HTML
102	Timothy102/AutoML Go AutoML package that allows you to take use of the premade functionalities.	17	Experimental	1	Go
103	Mr0Master/MachineLearningAUTOMATED Automated Python ML pipeline that cleans datasets, handles missing values,...	14	Experimental	—	Python
104	keertanakappuram/Automated-Machine-Learning-Expert-System AutoML system automating model selection, feature engineering &...	14	Experimental	—	Jupyter Notebook
105	Shivang0101/TabularAutoML End-to-end AutoML platform for tabular classification — 13 models, HPO,...	14	Experimental	—	Python
106	appliedalgorithmslab/ml-model-benchmarking Reproducible machine learning benchmarking framework for comparing models...	14	Experimental	—	Python
107	jshin-jackson/auto-ml 🤖 AutoML 완전 이해 프로젝트 \| TPOT 유전 알고리즘 + Dask 분산처리 + SDV 합성데이터 \| 초등학생도 이해하는 입문부터...	14	Experimental	—	Jupyter Notebook
108	ModulabsRAPIDSLAB/H2O_AutoML RAPIDS LAB 세미나 — H2O AutoML: Pandas 이후, RAPIDS 이전의 CPU 기반 분산 병렬 AutoML...	14	Experimental	—	Jupyter Notebook
109	kAIto47802/condPED-ANOVA Conditional PED-ANOVA: Hyperparameter Importance in Hierarchical & Dynamic...	13	Experimental	—	Python
110	aks2507/Model-Evaluation-and-Diagnosis-Display Model Evaluation is the process through which we quantify the quality of a...	11	Experimental	3	JavaScript

Comparisons in this category

autogluon and auto_ml (76 vs 59) autogluon and LightAutoML (76 vs 60) LightAutoML and auto_ml (60 vs 59)