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 561–570 of 641 papers

Title	Date	Tasks	Status
DeepLine: AutoML Tool for Pipelines Generation using Deep Reinforcement Learning and Hierarchical Actions Filtering	Oct 31, 2019	AutoMLBIG-bench Machine Learning	—Unverified
AutoML using Metadata Language Embeddings	Oct 8, 2019	AutoML	CodeCode Available
Analysis of an Automated Machine Learning Approach in Brain Predictive Modelling: A data-driven approach to Predict Brain Age from Cortical Anatomical Measures	Oct 8, 2019	AutoMLBIG-bench Machine Learning	—Unverified
Improved Training Speed, Accuracy, and Data Utilization via Loss Function Optimization	Sep 25, 2019	AutoMLimage-classification	—Unverified
Neural Architecture Search for Class-incremental Learning	Sep 14, 2019	AutoMLclass-incremental learning	—Unverified
AutoML for Contextual Bandits	Sep 7, 2019	AutoMLFeature Engineering	—Unverified
Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI	Sep 5, 2019	AutoML	—Unverified
Neuraxle - A Python Framework for Neat Machine Learning Pipelines	Sep 1, 2019	AutoMLBIG-bench Machine Learning	CodeCode Available
Multi-Objective Automatic Machine Learning with AutoxgboostMC	Aug 28, 2019	AutoMLBIG-bench Machine Learning	—Unverified
A CNN toolbox for skin cancer classification	Aug 21, 2019	AutoMLCancer Classification	—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