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 541–550 of 641 papers

Title	Date	Tasks	Status
Testing the Robustness of AutoML Systems	May 6, 2020	AutoMLBIG-bench Machine Learning	—Unverified
Evolution of Scikit-Learn Pipelines with Dynamic Structured Grammatical Evolution	Apr 1, 2020	AutoMLBIG-bench Machine Learning	CodeCode Available
AutoML-Zero: Evolving Machine Learning Algorithms From Scratch	Mar 6, 2020	AutoMLBIG-bench Machine Learning	CodeCode Available
Accelerator-aware Neural Network Design using AutoML	Mar 5, 2020	AutoMLHardware Aware Neural Architecture Search	—Unverified
BUSU-Net: An Ensemble U-Net Framework for Medical Image Segmentation	Mar 3, 2020	AutoMLImage Segmentation	—Unverified
RandomNet: Towards Fully Automatic Neural Architecture Design for Multimodal Learning	Mar 2, 2020	AutoMLNeural Architecture Search	—Unverified
AutoEmb: Automated Embedding Dimensionality Search in Streaming Recommendations	Feb 26, 2020	AutoMLRecommendation Systems	—Unverified
Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator	Feb 11, 2020	AutoMLGeneral Classification	—Unverified
An Adaptive and Near Parameter-free Evolutionary Computation Approach Towards True Automation in AutoML	Jan 28, 2020	AutoML	CodeCode Available
Improving generalisation of AutoML systems with dynamic fitness evaluations	Jan 23, 2020	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