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 441–450 of 641 papers

Title	Date	Tasks	Status	Hype
Application of an automated machine learning-genetic algorithm (AutoML-GA) coupled with computational fluid dynamics simulations for rapid engine design optimization	Jan 7, 2021	Active LearningAutoML	—Unverified	0
Hyperboost: Hyperparameter Optimization by Gradient Boosting surrogate models	Jan 6, 2021	AutoMLBayesian Optimization	—Unverified	0
DiffAutoML: Differentiable Joint Optimization for Efficient End-to-End Automated Machine Learning	Jan 1, 2021	AutoMLBIG-bench Machine Learning	—Unverified	0
Real-Time AutoML	Jan 1, 2021	AutoMLBIG-bench Machine Learning	—Unverified	0
ECONOMIC HYPERPARAMETER OPTIMIZATION WITH BLENDED SEARCH STRATEGY	Jan 1, 2021	AutoMLHyperparameter Optimization	—Unverified	0
Joint Search of Data Augmentation Policies and Network Architectures	Dec 17, 2020	AutoMLData Augmentation	—Unverified	0
Squirrel: A Switching Hyperparameter Optimizer	Dec 15, 2020	AutoML	CodeCode Available	1
Amazon SageMaker Autopilot: a white box AutoML solution at scale	Dec 15, 2020	AutoMLMeta-Learning	—Unverified	0
Ensemble Squared: A Meta AutoML System	Dec 10, 2020	AutoMLBIG-bench Machine Learning	—Unverified	0
Efficient Automatic CASH via Rising Bandits	Dec 8, 2020	AutoMLBayesian Optimization	—Unverified	0

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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