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Deep learning for semantic parsing
(2020-12-04)
This is the memory of an exploratory research project on techniques for reasoning on text with Deep Learning (DL). To study reasoning we focus on the problem of Natural Language Question-Understanding (NLQU), and in ...
Clasificación de estilos pictóricos utilizando redes neuronales convolucionales
(2020-12-04)
The main objective of this project was to classify paintings of diverse styles by the artistic style using convolutional neural networks. These types of networks are deep learning models that have been widely used in image ...
Music composition and interpretation using transformer networks
(2020-12-04)
This work presents the development of a deep learning model capable of generating and completing musical compositions automatically through generative algorithms of machine learning from a language modeling approach.
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Solving combinatorial optimization problems using quantum computing: a case study for the QAP
(2020-12-04)
Quantum computing is one of the most researched areas in computer science and withone of the greatest future prospects thanks to the new discoveries and methodologies thatcan provide approaches of a different kind to tackle ...
Detection of network security attacks in real time
(2020-12-04)
Computer networks have become the target of several attacks. The goal of those attacks is to disrupt the normal behaviour of the services provided from inside the network (DoS attacks) or to gain access to the systems ...
Development of Linux file access policies for data-intensive applications
(2020-12-04)
[ENGLISH]
Our world has been going through a digitization process for some decades now, with thetransformation curve being sharper in the last few years. The rise of this new digital societybrings with it a huge amount ...
Deep neural networks and data augmentationfor semantic labelling in a dialogue corpus
(2020-12-04)
El presente proyecto estudia y aplica técnicas de Deep Neural Networks y Data Augmentation para el etiquetado semántico en un corpus de diálogo, todo ello en el ámbito del Sentiment Analysis.
El objetivo principal es ...