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layerUMAP: A tool for visualizing and understanding deep learning models in biological sequence classification using UMAP

Despite the impressive success of deep learning techniques in various types of classification and prediction tasks, interpreting these models and explaining their predictions are still major challenges. In this article, we present an easy-to-use command line tool capable of visualizing and analyzing...

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Detalles Bibliográficos
Autores principales: Jing, Runyu, Xue, Li, Li, Menglong, Yu, Lezheng, Luo, Jiesi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9678764/
https://www.ncbi.nlm.nih.gov/pubmed/36425757
http://dx.doi.org/10.1016/j.isci.2022.105530