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 331–340 of 641 papers

Title	Date	Tasks	Status
AutoML-GPT: Automatic Machine Learning with GPT	May 4, 2023	AutoML	—Unverified
Benchmarking Automated Machine Learning Methods for Price Forecasting Applications	Apr 28, 2023	AutoMLBenchmarking	—Unverified
Constructing a meta-learner for unsupervised anomaly detection	Apr 22, 2023	Anomaly DetectionAutoML	—Unverified
Complex Mixer for MedMNIST Classification Decathlon	Apr 20, 2023	AutoMLClassification	—Unverified
eTOP: Early Termination of Pipelines for Faster Training of AutoML Systems	Apr 17, 2023	AutoMLFeature Engineering	—Unverified
AutoRL Hyperparameter Landscapes	Apr 5, 2023	AutoMLHyperparameter Optimization	CodeCode Available
Classification of integers based on residue classes via modern deep learning algorithms	Apr 3, 2023	AutoMLFeature Engineering	CodeCode Available
Multi-Microgrid Collaborative Optimization Scheduling Using an Improved Multi-Agent Soft Actor-Critic Algorithm	Apr 1, 2023	AutoMLDeep Reinforcement Learning	—Unverified
Synthesis of Mathematical programs from Natural Language Specifications	Mar 30, 2023	AutoMLData Augmentation	—Unverified
Efficient Multi-stage Inference on Tabular Data	Mar 21, 2023	AutoMLCPU	—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