Big Data
Data Science and Big Data analytics have become a growing demand nowadays. These are complementary areas that aim at extracting knowledge from the vast amount of data, generated from a myriad of different sources. In this regard, some recent innovative frameworks motivate data scientists to develop new algorithms intentionally for Big Data problems.
However, design of new scalable algorithms to handle large amounts of data is not a straightforward task, and may bring out complex systems. In this sense, any data scientist or data engineer must address different issues in order to transform raw data into actionable knowledge. First, the design and / or application of several data preprocessing mechanisms is mandatory in order to ensure that the input information can be defined as Smart Data. Second, the latest tools and methods from the field of Machine Learning must be implemented and executed for the sake of obtaining accurate and interpretable models in a tolerable elapsed time. Finally, results must be reported using the proper visualisation and summarisation tools, with aims at presenting the main conclusions and to take useful decisions on the problem under study.
Contact: Alberto Fernández Hilario
Related Researchers:
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| Name | Area | Cat. | ||
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Carmona del Jesus, Cristóbal J. | ccarmona@ujaenJTrw0ySn.es | Data Science and Big Data Area | PhD |
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Casillas Barranquero, Jorge | casillasK@NLDvMik@decsai.ugr.es | Data Science and Big Data Area | PhD |
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García Gil, Diego Jesús | djgarcia@decsapcI4@o@i.ugr.es | Data Science and Big Data Area, Computational Intelligence Area | PhD |
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González García, Pedro | pglez@uj1U0EKnI0xbMaen.es | Data Science and Big Data Area | PhD |
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Herrera Triguero, Francisco | herrera@decsaiNMF9ROYX.ugr.es | DaSCI Technology Applications Area, Data Science and Big Data Area, Computational Intelligence Area | PhD |
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Peregrin Rubio, Antonio | peregrin@dti.sptl3nwuU7Guhu.es | Computational Intelligence Area | PhD |
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Pérez Godoy, María Dolores | lperez@ujaiH7ZmMen.es | Data Science and Big Data Area | PhD |
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Rivera Rivas, Antonio Jesús | arivera@uj00j_03wixiK8aen.es | Data Science and Big Data Area | PhD |