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Designing machine learning workflows with an application to topological data analysis

In this paper we define the concept of the Machine Learning Morphism (MLM) as a fundamental building block to express operations performed in machine learning such as data preprocessing, feature extraction, and model training. Inspired by statistical learning, MLMs are morphisms whose parameters are...

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Detalles Bibliográficos
Autores principales: Cawi, Eric, La Rosa, Patricio S., Nehorai, Arye
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6886815/
https://www.ncbi.nlm.nih.gov/pubmed/31790458
http://dx.doi.org/10.1371/journal.pone.0225577