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 251–260 of 641 papers

Title	Date	Tasks	Status
Automatic deep learning for trend prediction in time series data	Sep 17, 2020	AutoMLDeep Learning	—Unverified
Extreme AutoML: Analysis of Classification, Regression, and NLP Performance	Dec 9, 2024	AutoMLregression	—Unverified
A Very Brief and Critical Discussion on AutoML	Nov 9, 2018	AutoML	—Unverified
10 Years of Fair Representations: Challenges and Opportunities	Jul 4, 2024	Aspect Sentiment Triplet ExtractionAutoML	—Unverified
AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models	Apr 24, 2024	AutoMLImage Segmentation	—Unverified
A New Deep Neural Architecture Search Pipeline for Face Recognition	May 12, 2020	AutoMLFace Recognition	—Unverified
Efficient Data-specific Model Search for Collaborative Filtering	Jun 14, 2021	AutoMLCollaborative Filtering	—Unverified
Auto-survey Challenge	Oct 6, 2023	ArticlesAutoML	—Unverified
Autostacker: an Automatic Evolutionary Hierarchical Machine Learning System	Jan 1, 2018	AutoMLBIG-bench Machine Learning	—Unverified
Autostacker: A Compositional Evolutionary Learning System	Mar 2, 2018	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