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 571–580 of 641 papers

Title	Date	Tasks	Status
SCARLET-NAS: Bridging the Gap between Stability and Scalability in Weight-sharing Neural Architecture Search	Aug 16, 2019	AutoMLImage Classification	CodeCode Available
Towards Automated Machine Learning: Evaluation and Comparison of AutoML Approaches and Tools	Aug 15, 2019	AutoMLBIG-bench Machine Learning	—Unverified
MoGA: Searching Beyond MobileNetV3	Aug 4, 2019	AutoMLCPU	CodeCode Available
Towards AutoML in the presence of Drift: first results	Jul 24, 2019	AutoMLDrift Detection	—Unverified
Techniques for Automated Machine Learning	Jul 21, 2019	Automated Feature EngineeringAutoML	—Unverified
Automated Machine Learning in Practice: State of the Art and Recent Results	Jul 19, 2019	AutoMLBIG-bench Machine Learning	—Unverified
ShrinkML: End-to-End ASR Model Compression Using Reinforcement Learning	Jul 8, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Visus: An Interactive System for Automatic Machine Learning Model Building and Curation	Jul 5, 2019	AutoMLBIG-bench Machine Learning	—Unverified
Transfer Learning for Risk Classification of Social Media Posts: Model Evaluation Study	Jul 4, 2019	AutoMLBIG-bench Machine Learning	CodeCode Available
Encoding high-cardinality string categorical variables	Jul 3, 2019	AutoMLFeature Engineering	CodeCode Available

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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