Deep Learning

The complexity of the information with which we currently operate, with large sets of attributes describing each of the data samples, implies the need to also have models capable of extracting the most important characteristics, identifying hidden relationships between them and generating higher level representations. These are aspects in which the different families of deep learning models, including convolutional networks, recurrent networks or auto-encoders, stand out for their high performance.

The main objectives are the design of appropriate models for each type of problem and the definition of new architectures that allow to face tasks from a general perspective. This will require facing challenges such as the enormous variability in these architectures, the high computational cost involved and the loss of interpretability, all aspects to be taken into account in current research.

Responsible: Francisco Charte Ojeda

Investigadores relacionados:

Letra:
	Name	Email	Area	Cat.
	Ortíz García, Andrés	aortiz@ic.umaETxuvZ7.es	DaSCI Technology Applications Area	PhD
	Rivera Rivas, Antonio Jesús	arivera@fwhY7S7_B3ujaen.es	Data Science and Big Data Area	PhD
	Molina Cabrera, Daniel	dmolina@decsai.ugrbXt3lwAm17.es	Data Science and Big Data Area	PhD
	Martínez Cámara, Eugenio	emcamara@decsai.ugr86njZz5.es	DaSCI Technology Applications Area	PhD - Juan de la Cierva
	Charte Ojeda, Francisco	fcharte@uJyx9RjLz0jaen.es	Data Science and Big Data Area	PhD
	Rodríguez Díaz, Francisco Javier	fjrodriguez@decsai.uGpNmJygr.es	Computational Intelligence Area	PhD
	Segovia Román, Fermín	fsegovia@Bh1@m1s6Yugr.es	DaSCI Technology Applications Area	PhD
	Górriz Sáez, Juan Manuel	gorriz@ugr.g_qWV08Hes	DaSCI Technology Applications Area	PhD
	Herrera Triguero, Francisco	herrera@decsai.pFS4sDugr.es	DaSCI Technology Applications Area, Data Science and Big Data Area, Computational Intelligence Area	PhD
	Benítez Sánchez, José Manuel	J.M.Benitez@decsai.ugr.a7dU7St9ues	Data Science and Big Data Area, Computational Intelligence Area	PhD
	Ramírez Pérez de Inestrosa, Javier	javierrp@33eBN9gnYugr.es	DaSCI Technology Applications Area	PhD
	Giráldez Crú, Jesús	jgiraldez@ug1fw4cIx3r.es	DaSCI Technology Applications Area	PhD - Juan de la Cierva
	Pérez Godoy, María Dolores	lperez@ujaenp.ruKG1uY1.es	Data Science and Big Data Area	PhD
	Luzón García, María Victoria	luzon@ugrd6VERRwU7.es	DaSCI Technology Applications Area	PhD
	Jesus Díaz, María José del	mjjesus@uj3m7VTcUyAuaen.es	Data Science and Big Data Area	PhD
	Lastra Leidinger, Miguel	mlastral@ugfLW4fgnDAh9.r.es	Data Science and Big Data Area, Computational Intelligence Area	PhD
	Sánchez Sánchez, Pedro José	pedroj@ujaen.ylu5U0h2.Oes	Computational Intelligence Area	PhD
	Gutiérrez Salcedo, Salvador	salvador.gutierrez@uca.OuBUKjOes	Data Science and Big Data Area	PhD
	Damas Arroyo, Sergio	sdamasQr6X7p2@ugr.es	DaSCI Technology Applications Area	PhD
	Tabik, Siham	siham@ugrKt8dqw21K.es	Data Science and Big Data Area	PhD - Ramón y Cajal
	Ventura Soto, Sebastián	sventura@h3ktM7893pOuco.es	Data Science and Big Data Area	PhD