AutoML

Automated Machine Learning (AutoML) is a general concept which covers diverse techniques for automated model learning including automatic data preprocessing, architecture search, and model selection. Source: Evaluating recommender systems for AI-driven data science (1905.09205)

Source: CHOPT : Automated Hyperparameter Optimization Framework for Cloud-Based Machine Learning Platforms

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–20 of 641 papers

Title	Date	Tasks	Status	Hype	Score
Layered TPOT: Speeding up Tree-based Pipeline Optimization	Jan 18, 2018	Automated Feature EngineeringAutoML	CodeCode Available	3	5
DeepCAVE: An Interactive Analysis Tool for Automated Machine Learning	Jun 7, 2022	AutoMLBIG-bench Machine Learning	CodeCode Available	3	5
MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices	Dec 28, 2023	AutoMLCPU	CodeCode Available	3	5
AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data	Mar 13, 2020	AutoMLMolecular Property Prediction	CodeCode Available	3	5
Benchmarking Multimodal AutoML for Tabular Data with Text Fields	Nov 4, 2021	AutoMLBenchmarking	CodeCode Available	3	5
Benchmarking Automatic Machine Learning Frameworks	Aug 17, 2018	Automated Feature EngineeringAutoML	CodeCode Available	3	5
EfficientNetV2: Smaller Models and Faster Training	Apr 1, 2021	AutoMLClassification	CodeCode Available	3	5
AlphaEvolve: A Learning Framework to Discover Novel Alphas in Quantitative Investment	Mar 30, 2021	AutoMLStock Prediction	CodeCode Available	3	5
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning	Jul 8, 2020	AutoMLBIG-bench Machine Learning	CodeCode Available	3	5
Efficient and Robust Automated Machine Learning	Dec 1, 2015	AutoMLBayesian Optimization	CodeCode Available	3	5

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All datasets Chalearn-AutoML-1 Breast Cancer Coimbra Data Set OrdinalDataset Wine

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	marc.boulle	Rank (AutoML5)	6.4	—	Unverified
2	reference_mb	Rank (AutoML5)	5.2	—	Unverified
3	postech.mlg_exbrain	Rank (AutoML5)	5.2	—	Unverified
4	abhishek4	Rank (AutoML5)	4.6	—	Unverified
5	reference	Rank (AutoML5)	4.4	—	Unverified
6	reference_ls	Rank (AutoML5)	4	—	Unverified
7	djajetic	Rank (AutoML5)	3	—	Unverified
8	aad_freiburg	Rank (AutoML5)	1.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Logistic Regression	Accuracy	97.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Zero-shot-BERT-SORT	1:1 Accuracy	55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Logistic Regression	accuracy	98.33	—	Unverified