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 421–430 of 641 papers

Title	Date	Tasks	Status
Diagnosis of sickle cell anemia using AutoML on UV-Vis absorbance spectroscopy data	Nov 24, 2021	AutoMLDiagnostic	—Unverified
DIVA: Dataset Derivative of a Learning Task	Nov 18, 2021	AutoML	—Unverified
T-AutoML: Automated Machine Learning for Lesion Segmentation using Transformers in 3D Medical Imaging	Nov 15, 2021	AutoMLData Augmentation	—Unverified
FairAutoML: Embracing Unfairness Mitigation in AutoML	Nov 11, 2021	AutoMLBIG-bench Machine Learning	—Unverified
Towards Green Automated Machine Learning: Status Quo and Future Directions	Nov 10, 2021	AutoMLBIG-bench Machine Learning	—Unverified
Tightening the Approximation Error of Adversarial Risk with Auto Loss Function Search	Nov 9, 2021	Adversarial RobustnessAutoML	—Unverified
AlphaD3M: Machine Learning Pipeline Synthesis	Nov 3, 2021	AutoMLBIG-bench Machine Learning	—Unverified
A Scalable AutoML Approach Based on Graph Neural Networks	Oct 29, 2021	AutoMLGraph Generation	CodeCode Available
On Predictive Explanation of Data Anomalies	Oct 18, 2021	AutoMLFeature Importance	—Unverified
Gravitational wave surrogates through automated machine learning	Oct 17, 2021	AutoMLBIG-bench Machine Learning	—Unverified

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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