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 511–520 of 641 papers

Title	Date	Tasks	Status
AutoPruning for Deep Neural Network with Dynamic Channel Masking	Oct 22, 2020	AutoMLNetwork Pruning	—Unverified
AutoML to Date and Beyond: Challenges and Opportunities	Oct 21, 2020	AutoMLBIG-bench Machine Learning	—Unverified
AutoBSS: An Efficient Algorithm for Block Stacking Style Search	Oct 20, 2020	AutoMLBayesian Optimization	—Unverified
Data Readiness Report	Oct 14, 2020	AutoMLManagement	—Unverified
AutoADR: Automatic Model Design for Ad Relevance	Oct 14, 2020	AutoMLKnowledge Distillation	—Unverified
Revisiting Neural Architecture Search	Oct 12, 2020	AutoMLNeural Architecture Search	—Unverified
Evolutionary Architecture Search for Graph Neural Networks	Sep 21, 2020	AutoMLNeural Architecture Search	CodeCode Available
Automatic deep learning for trend prediction in time series data	Sep 17, 2020	AutoMLDeep Learning	—Unverified
An Extensive Experimental Evaluation of Automated Machine Learning Methods for Recommending Classification Algorithms (Extended Version)	Sep 16, 2020	AutoMLBIG-bench Machine Learning	—Unverified
AutoML for Multilayer Perceptron and FPGA Co-design	Sep 14, 2020	AutoMLGPU	—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