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 117 automl frameworks tracked. 5 score above 70 (verified tier). The highest-rated is shankarpandala/lazypredict at 89/100 with 3,301 stars and 31,613 monthly downloads. 4 of the top 10 are actively maintained.

Get all 117 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=automl-frameworks&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	shankarpandala/lazypredict Lazy Predict help build a lot of basic models without much code and helps...	89	Verified	3,301	Python
2	process-intelligence-solutions/pm4py Official public repository for PM4Py (Process Mining for Python) — an...	88	Verified	926	Python
3	microsoft/FLAML A fast library for AutoML and tuning. Join our Discord:...	87	Verified	4,298	Jupyter Notebook
4	autogluon/autogluon Fast and Accurate ML in 3 Lines of Code	79	Verified	10,091	Python
5	keras-team/autokeras AutoML library for deep learning	73	Verified	9,308	Python
6	aimclub/FEDOT Automated modeling and machine learning framework FEDOT	68	Established	703	Python
7	mljar/mljar-supervised Python package for AutoML on Tabular Data with Feature Engineering,...	68	Established	3,246	Python
8	IBM/lale Library for Semi-Automated Data Science	66	Established	345	Python
9	sb-ai-lab/LightAutoML Fast and customizable framework for automatic ML model creation (AutoML)	61	Established	1,447	Python
10	scikit-multiflow/scikit-multiflow A machine learning package for streaming data in Python. The other ancestor of River.	61	Established	795	Python
11	EpistasisLab/tpot A Python Automated Machine Learning tool that optimizes machine learning...	61	Established	10,049	Jupyter Notebook
12	Neuraxio/Neuraxle The world's cleanest AutoML library ✨ - Do hyperparameter tuning with the...	60	Established	614	Python
13	AutoViML/AutoViz Automatically Visualize any dataset, any size with a single line of code. ...	60	Established	1,888	Python
14	ClimbsRocks/auto_ml [UNMAINTAINED] Automated machine learning for analytics & production	59	Established	1,655	Python
15	HDI-Project/ATM Auto Tune Models - A multi-tenant, multi-data system for automated machine...	58	Established	527	Python
16	alteryx/evalml EvalML is an AutoML library written in python.	58	Established	845	Python
17	TsLu1s/atlantic Atlantic: Automated Data Preprocessing Framework for Machine Learning	57	Established	32	Python
18	Automunge/AutoMunge Tabular feature encoding pipelines for machine learning with options for...	57	Established	164	Jupyter Notebook
19	openml/automlbenchmark OpenML AutoML Benchmarking Framework	57	Established	453	Python
20	AxeldeRomblay/MLBox MLBox is a powerful Automated Machine Learning python library.	57	Established	1,526	Python
21	ozguraslank/flexml Easy-to-use and flexible AutoML library for Python	56	Established	28	Python
22	D-X-Y/Awesome-AutoDL Automated Deep Learning: Neural Architecture Search Is Not the End (a...	54	Established	2,337	Python
23	kaiko-ai/eva Evaluation framework for oncology foundation models (FMs)	53	Established	152	Python
24	Palashio/libra Ergonomic machine learning for everyone.	52	Established	1,911	Python
25	minimaxir/automl-gs Provide an input CSV and a target field to predict, generate a model + code...	52	Established	1,870	Python
26	EpistasisLab/tpot2 A Python Automated Machine Learning tool that optimizes machine learning...	51	Established	250	Jupyter Notebook
27	reiinakano/xcessiv A web-based application for quick, scalable, and automated hyperparameter...	50	Established	1,266	Python
28	Unbabel/COMET A Neural Framework for MT Evaluation	50	Established	723	Python
29	sapientml/sapientml Generative AutoML for Tabular Data	49	Emerging	447	Python
30	microsoft/AutoBrewML With AutoBrewML Framework the time it takes to get production-ready ML...	49	Emerging	25	Jupyter Notebook
31	rafiqhasan/auto-tensorflow Build Low Code Automated Tensorflow explainable models in just 3 lines of...	49	Emerging	180	Python
32	AutoViML/deep_autoviml Build tensorflow keras model pipelines in a single line of code. Now with...	49	Emerging	121	Python
33	microsoft/nni An open source AutoML toolkit for automate machine learning lifecycle,...	47	Emerging	14,342	Python
34	anovos/anovos Anovos - An Open Source Library for Scalable feature engineering Using Apache-Spark	47	Emerging	74	Jupyter Notebook
35	gradsflow/gradsflow-automl An open-source AutoML Library based on PyTorch	46	Emerging	309	Python
36	jianzhnie/AutoTabular Automatic machine learning for tabular data. ⚡🔥⚡	44	Emerging	70	Python
37	aimclub/Fedot.Industrial Python framework for automated time series classification, regression and forecasting	44	Emerging	88	Python
38	THUMNLab/AutoGL An autoML framework & toolkit for machine learning on graphs.	44	Emerging	1,137	Python
39	KhiopsML/khiops Khiops is an AutoML suite for supervised and unsupervised learning	44	Emerging	74	C++
40	4paradigm/AutoX AutoX is an efficient automl tool, which is mainly aimed at data mining...	44	Emerging	548	Jupyter Notebook
41	IBM/AutoMLPipeline.jl A package that makes it trivial to create and evaluate machine learning...	43	Emerging	371	Julia
42	szilard/benchm-ml A minimal benchmark for scalability, speed and accuracy of commonly used...	43	Emerging	1,894	R
43	DeepWisdom/AutoDL Automated Deep Learning without ANY human intervention. 1'st Solution for...	43	Emerging	1,188	Python
44	AutoViML/Auto_ViML Automatically Build Multiple ML Models with a Single Line of Code. Created...	43	Emerging	545	Python
45	VIDA-NYU/alpha-automl Alpha-AutoML is a Python library for automatically generating end-to-end...	42	Emerging	23	Python
46	Auto-DL/Auto-DL Auto-DL helps you make Deep Learning models without writing a single line of...	42	Emerging	197	JavaScript
47	blobcity/autoai Python based framework for Automatic AI for Regression and Classification...	41	Emerging	186	Python
48	rishiraj/autolgbm LightGBM + Optuna: Auto train LightGBM directly from CSV files, Auto tune...	41	Emerging	35	Python
49	compneurobilbao/ageml AgeML is a Python package for Age Modeling with Machine Learning made easy.	40	Emerging	11	Python
50	LapshinLeonid/configurable_automl_engine A configuration-driven AutoML orchestrator for automated model selection and...	38	Emerging	1	Python
51	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。	38	Emerging	743	C++
52	eZWALT/eZAutoML A Democratized, lightweight and modern framework for Python Automated...	37	Emerging	52	Python
53	tier4/autoware-ml Autoware-ML is a machine learning framework for multiple tasks, supporting...	37	Emerging	6	Python
54	KhiopsML/khiops-python The Python library of the Khiops AutoML suite	37	Emerging	18	Python
55	alteryx/compose A machine learning tool for automated prediction engineering. It allows you...	36	Emerging	510	Python
56	dan0nchik/SAP-HANA-AutoML Python Automated Machine Learning library for tabular data.	35	Emerging	46	Python
57	diaoenmao/RPipe Research Pipeline (RPipe)	35	Emerging	24	Python
58	autonomio/autonomio Core functionality for the Autonomio augmented intelligence workbench.	33	Emerging	27	Python
59	simonprovost/Auto-Sklong ☂️ Auto-Scikit-Longitudinal (Auto-Sklong) is an automated machine learning...	32	Emerging	43	Python
60	tvdboom/ATOM Automated Tool for Optimized Modelling	32	Emerging	164	HTML
61	ClimbsRocks/machineJS [UNMAINTAINED] Automated machine learning- just give it a data file! Check...	32	Emerging	402	Python
62	gtzjh/mymodels Assemble an efficient interpretable machine learning workflow.	32	Emerging	26	Python
63	SkBlaz/autobot An autoML for explainable text classification.	31	Emerging	11	HTML
64	allianceai/endgame A unified framework for tabular, time-series, and multimodal machine learning	31	Emerging	8	Python
65	ThomasWong2022/thor-public AutoML tools for solving Time-Varying High-Dimensional Ordinal Regression Problems	30	Emerging	16	Python
66	machinelearningnuremberg/DeepPipe [KDD 2023] Deep Pipeline Embeddings for AutoML	30	Emerging	17	Python
67	hse-cs/fulu Fulu is a python library of supernova light curves approximation methods...	30	Emerging	27	Jupyter Notebook
68	BeastByteAI/falcon A lightweight AutoML library.	29	Experimental	164	Python
69	gia-uh/automl-survey An (in-progress) AutoML survey focusing on practical systems.	28	Experimental	16	Python
70	santiviquez/ageml Study the temporal performance degradation of machine learning models.	28	Experimental	16	Python
71	Revca-ANAI/ANAI A to Z of ML	28	Experimental	38	Python
72	ml-for-good/automl We're designing the AutoML platform that would make it easy for...	28	Experimental	32	Java
73	LARS-research/AutoML-Tutorial Tutorials about AutoML	27	Experimental	87	—
74	zooniverse/hamlet Produces subject set and classification exports suitable for AutoML	26	Experimental	5	Python
75	cTJakt/glaucus A general data-flow-based machine learning suit combining auto machine...	26	Experimental	30	Java
76	isgel/AutoGrowAI 🌐 Self-Supervised Learning AI Framework \| 自监督学习AI框架	25	Experimental	3	Python
77	Tole-k/SageML Library providing all necessary tools to use automatically adjusted Machine...	25	Experimental	6	Python
78	himanshu231204/AutoML-Studio-Pro- AutoML Studio Pro is an interactive, browser-based platform that automates...	25	Experimental	4	Python
79	christian-oleary/AutoML-Python-Benchmark Benchmarks of AutoML Frameworks	25	Experimental	3	Python
80	danijeun/foresee-app AI-powered AutoML platform that transforms CSV files into ML insights in 60...	24	Experimental	1	Python
81	marcelovca90/auto-ml-evaluation Code of the article "A practical evaluation of AutoML tools for binary,...	24	Experimental	9	Jupyter Notebook
82	Apaezmx/simplifai Free automated deep learning for spreadsheets	24	Experimental	18	JavaScript
83	galafis/automl-hyperparameter-optimization Automl Hyperparameter Optimization - Professional Python project	23	Experimental	1	Python
84	TurboRx/Evo-Learn Automated ML tool leveraging TPOT for efficient model selection and...	23	Experimental	1	Python
85	Mohammad-Khot/AutoML A modular AutoML engine for automated model training, tuning, and benchmarking.	22	Experimental	—	Python
86	riteshahlawat/Auto-ML AutoML that runs within your ecosystem	22	Experimental	1	TypeScript
87	aminSa-21/automl 🤖 Simplify machine learning with automl—a local, browser-based tool for...	22	Experimental	—	JavaScript
88	Viswajith-Coder/automl 🤖 Automate machine learning tasks locally in the browser or on a server with...	22	Experimental	—	JavaScript
89	Nike1-1/automl ⚙️ Automate machine learning tasks in-browser or with Node.js, utilizing...	22	Experimental	—	JavaScript
90	Eklavya20/diagnost A diagnostics toolkit to help data scientists trust their models, not just...	22	Experimental	—	Python
91	MaximAliev/modelbest Library for automated modelling on tabular data	22	Experimental	—	Python
92	MaximAliev/pymodeller Library for automated modelling on tabular data	22	Experimental	—	Python
93	BrandWill-ML-DS-DE/enterprise-automl Production-ready AutoML platform with Optuna, MLflow, and FastAPI.	22	Experimental	—	Python
94	abdozmantar/zipml A simple AutoML tool for small datasets with useful helper functions	22	Experimental	1	Python
95	moayadeldin/deeptune Advanced CLI tool for automating Machine Learning (AutoML) using...	22	Experimental	17	Python
96	govindansriram/CobraML AutoML Software designed to give users access to a whole plethora of ML...	20	Experimental	14	Python
97	dariodip/rfd-discovery This project, written in Python and Cython, deals with Discovery of Relaxed...	20	Experimental	8	Python
98	jmaczan/text-to-ml Programmable automated machine learning - proof of concept	20	Experimental	15	Python
99	iffat336/AutoML AutoML-driven health prediction system showcasing automated model selection,...	15	Experimental	—	Jupyter Notebook
100	Hareeswar2006/PickMyModel PickMyModel is an end to end AutoML and meta-learning system that...	15	Experimental	1	Python
101	BhaveshBhakta/Intelligent-ML-Analytics-Engine An AI-powered automated machine learning pipeline for end-to-end dataset...	15	Experimental	1	HTML
102	MohamedAyman-Navigator/AutoML-Final- Automated Machine Learning (AutoML) project that trains, tunes, and...	15	Experimental	—	JavaScript
103	jshin-jackson/auto-ml 🤖 AutoML 완전 이해 프로젝트 \| TPOT 유전 알고리즘 + Dask 분산처리 + SDV 합성데이터 \| 초등학생도 이해하는 입문부터...	14	Experimental	—	Jupyter Notebook
104	memnaaaaa/AutoML AutoML (Automated Machine Learning) is a technology that streamlines the...	14	Experimental	—	Python
105	ModulabsRAPIDSLAB/H2O_AutoML RAPIDS LAB 세미나 — H2O AutoML: Pandas 이후, RAPIDS 이전의 CPU 기반 분산 병렬 AutoML...	14	Experimental	—	Jupyter Notebook
106	appliedalgorithmslab/ml-model-benchmarking Reproducible machine learning benchmarking framework for comparing models...	14	Experimental	—	Python
107	pytabular-ai/auto-scikit-dl An automatic deep tabular learning package	14	Experimental	13	Python
108	keertanakappuram/Automated-Machine-Learning-Expert-System AutoML system automating model selection, feature engineering &...	14	Experimental	—	Jupyter Notebook
109	Mr0Master/MachineLearningAUTOMATED Automated Python ML pipeline that cleans datasets, handles missing values,...	14	Experimental	—	Python
110	Shivang0101/TabularAutoML End-to-end AutoML platform for tabular classification — 13 models, HPO,...	14	Experimental	—	Python
111	GUT-AI/auto-ml Automated Machine Learning (AutoML)	12	Experimental	3	—
112	sino-aus/POMA-Data-Analysis-and-AutoML-Platform Automate data analysis and modeling, so you can focus on the work that makes...	12	Experimental	4	—
113	zgornel/Kdautoml.jl Knowledge-driven AutoML	12	Experimental	3	Julia
114	Airtable-Automator/automl-training AutoML Training is an Airtable Block that helps you build custom machine...	12	Experimental	—	TypeScript
115	kAIto47802/condPED-ANOVA Conditional PED-ANOVA: Hyperparameter Importance in Hierarchical & Dynamic...	11	Experimental	—	Python
116	joaquin-alfaro/magnolia-content-translation-ml Usage of AutoML of Google to create a custom translation model from...	10	Experimental	1	Java
117	Timothy102/AutoML Go AutoML package that allows you to take use of the premade functionalities.	10	Experimental	1	Go

Comparisons in this category

autogluon and auto_ml (79 vs 59) autogluon and LightAutoML (79 vs 61) autokeras and auto_ml (73 vs 59) autokeras and LightAutoML (73 vs 61) LightAutoML and auto_ml (61 vs 59)