01-09-2016
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Deep learning

Deep learning is a branch of machine learning dedicated to algorithms which find abstractions or partial representations of data through multiple layers of neurons or other complex structures.
Developed software:
Ruta, an early-stage R package for training unsupervised deep learning techniques such as autoencoders
Rutavis, a companion package for visualizations

01-06-2016
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Multilabel classification

Multilabel classification is a variant of the classification problem where each instance can be associated with a subset of labels from the set of available ones. Some of my collaborations within this field are: * F. Charte, D. Charte: Working with Multilabel Datasets in R: the mldr Package (The R Journal, 2015) * D. Charte, F. Charte: [mldr: Paquete R…