Search Results - "Data Science"
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Metalearning Applications to Automated Machine Learning and Data Mining /
Published 2022Table of Contents: “…Introduction -- Part I, Basic Architecture of Metalearning and AutoML Systems -- Metalearning Approaches for Algorithm Selection I -- Evaluating Recommendations of Metalearning / AutoML Systems -- Metalearning Approaches for Algorithm Selection II -- Automating Machine Learning (AutoML) and Algorithm Configuration -- Dataset Characteristics (Metafeatures) -- Automating the Workflow / Pipeline Design -- Part II, Extending the Architecture of Metalearning and AutoML Systems -- Setting Up Configuration Spaces and Experiments -- Using Metalearning in the Construction of Ensembles -- Algorithm Recommendation for Data Streams -- Transfer of Metamodels Across Tasks -- Automating Data Science -- Automating the Design of Complex Systems -- Repositories of Experimental Results (OpenML) -- Learning from Metadata in Repositories.…”
Link to Metadata
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Who Runs the World: Data
Published 2020DOAB: download the publication
DOAB: description of the publication
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The Discipline of Organizing 4th Professional Edition
Published 2013Access online version
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Elements of Causal Inference Foundations and Learning Algorithms
Published 2017OAPEN Library: download the publication
OAPEN Library: description of the publication
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