Clasificador de imágenes y entrenamiento en la nube

Abajo Aragón, Manuel de (2021). Clasificador de imágenes y entrenamiento en la nube. Proyecto Fin de Carrera / Trabajo Fin de Grado, E.T.S.I. de Sistemas Informáticos (UPM), Madrid.

Description

Title: Clasificador de imágenes y entrenamiento en la nube
Author/s:
  • Abajo Aragón, Manuel de
Contributor/s:
  • Naranjo Hernández, José Eugenio
Item Type: Final Project
Degree: Doble Grado en Ingeniería del Software y en Tecnologías para la Sociedad de la Información
Date: March 2021
Subjects:
Freetext Keywords: Redes neuronales convolucionales; Computación en la nube
Faculty: E.T.S.I. de Sistemas Informáticos (UPM)
Department: Inteligencia Artificial
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

Nowadays, the most used techniques for performing object classification in the field of Computer Vision are based in Deep Learning, mainly Convolutional Neural Networks. The process of training the network often takes a long time to achieve acceptable results, the field dedicated to training the models have seen a fast evolution in this last decade on pace with the evolution in the algorithms themselves. The use of GPUs and Cloud Computing have been the more notable of these advances. In this way, Cloud Services Providers have seen the opportunity in normal users or small companies who lack the computing power needed to train large, Deep or Machine Learning models. They offer them the possibility of using their computing power to achieve this task in an affordable training time, usually by renting the servers in one way or another. In my project I will go through the process of training an object classifier in the Could Services offered by Google, explaining both the technology backing the Neural Network and giving an insight into the world of Cloud Computing applied to the training of Neural Networks.

More information

Item ID: 66536
DC Identifier: http://oa.upm.es/66536/
OAI Identifier: oai:oa.upm.es:66536
Deposited by: Biblioteca Universitaria Campus Sur
Deposited on: 26 Mar 2021 06:29
Last Modified: 26 Mar 2021 06:29
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