Browsing by Subject "Deep Learning"
Now showing items 1-20 of 259
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2D to 3D body pose estimation for sign language with Deep Learning
(Universitat Politècnica de Catalunya, 2020-06)
Bachelor thesis
Open AccessThis project aims at leveraging the challenge of using 3D poses for Sign Language translation or animation by transforming 2D pose datasets into 3D ones. The goal is, using a 3D dataset of American Sign Language, to train ... -
A new deep reinforcement learning architecture for autonomous UAVs
(Universitat Politècnica de Catalunya, 2018-09-07)
Bachelor thesis
Open AccessRecent improvements in computation and algorithmic research, together with the rising era of Big Data, have allowed Artificial Intelligence increase its popularity within masses. The recent publication of the Deep Q-Network ... -
A pioneering approach through artificial intelligence techniques in the clinical setting of vasospasm secondary to subarachnoid hemorrhage
(Universitat Politècnica de Catalunya, 2024-07-03)
Bachelor thesis
Restricted access - confidentiality agreement
Covenantee: FUNDACIÓ DE GESTIÓ SANITARIA HOSPITAL DE LA SANTA CREU I SANT PAU / Kungliga Tekniska högskolan -
A pipeline for large raw text preprocessing and model training of language models at scale
(Universitat Politècnica de Catalunya, 2021-01-25)
Master thesis
Open Access
Covenantee: Universitat de Barcelona / Universitat Rovira i VirgiliThe advent of Transformer-based (i.e., based on self-attention architectures) language models has revolutionized the entire field of Natural Language Processing (NLP). Once pre-trained on large, unlabelled corpora, we can ... -
A Random Features Model for Contextual Multi-armed Bandits with Non-linear Reward Function
(Universitat Politècnica de Catalunya, 2020-06)
Bachelor thesis
Open Access -
Acoustic detection of marine mammals by deep learning
(Universitat Politècnica de Catalunya, 2023-10-18)
Master thesis
Open AccessIn oceanography, specifically in the study of whales, the classification of the different species is an essential task for passive acoustic observation. It is fundamental for the tracking of some species that have become ... -
Adversarial strategies for Reducing Gender Bias in Neural Machine Translation
(Universitat Politècnica de Catalunya, 2020-09)
Master thesis
Open AccessIn a more connected world, communication between different native speakers has became more necessary. This make that translation systems become more useful. In the last years, typical translation systems have evolved towards ... -
Aliasing is a driver of adversarial attacks
(Universitat Politècnica de Catalunya, 2022-05)
Bachelor thesis
Restricted access - confidentiality agreement -
An application of explainability methods in reinforcement learning
(Universitat Politècnica de Catalunya, 2020-07-02)
Bachelor thesis
Open AccessLa popularidad de los métodos explicativos está aumentando en el contexto de la Inteligencia Artificial y consiste en dar explicaciones inteligibles a modelos complejos. Recientemente, en el contexto del Aprendizaje Reforzado ... -
An autoencoder-based Solution for IQ constellation analysis
(Universitat Politècnica de Catalunya, 2021-09-09)
Bachelor thesis
Open AccessThe continuous advances in technology and globalisation of humanity has made the use of communications an essential part of human lives. Nowadays, the advances in this field and the huge amount of data, structured and ... -
An excursion into differential machine learning and applications to finance
(Universitat Politècnica de Catalunya, 2023-09-19)
Bachelor thesis
Open AccessEl paper "Differential Machine Learning", publicat el 2020 per Antoine Savine i Brian Huge obre una nova porta al càlcul de derivats financers a través d'un disseny d'una nova Xarxa Neuronal, nucli del Deep Learning, creant ... -
An instance segmentation approach to prescribed fire detection
(Universitat Politècnica de Catalunya, 2021-10-27)
Bachelor thesis
Restricted access - author's decision -
Analysing and predicting user demand in bike-sharing system
(Universitat Politècnica de Catalunya, 2020-01-29)
Master thesis
Open AccessShared transport is an economical and sustainable mode of urban mobility. It occupies very important position in the mobility market nowadays. Given the growing market size and importance of Bike-Sharing System, we analysed ... -
Analysis and evaluation of No-Reference video quality assesment using neural networks
(Universitat Politècnica de Catalunya, 2021-07-14)
Bachelor thesis
Open AccessThe main goal of our project is: Analyze the performance of some networks, in order to see if it is capable of classifying, in terms of quality, different types of images. In a very generalized and simplified way, in this ... -
Analysis of state-of-the-art deep generative models for images
(Universitat Politècnica de Catalunya, 2020-07)
Bachelor thesis
Open AccessIn this work we will try to break down the fundamentals of deep generative models for image generation. For the sake of simplicity and understanding we will be using the MNIST dataset, which can be easily trained and ... -
Analysis the use of large language model for automated program repair
(Universitat Politècnica de Catalunya, 2023-06-29)
Bachelor thesis
Restricted access - confidentiality agreementAutomated program repair (APR) is a research field that develops multiple techniques to fix software bugs automatically. For a long time, the proposed solutions were based on heuristics and patterns, but since the appearance ... -
Analyzing the limits of deep learning applied to side channel attacks
(Universitat Politècnica de Catalunya, 2022-06)
Bachelor thesis
Open AccessSociety is advancing by leaps and bounds in terms of technology in recent decades. These advances come with new products and services, which are generally designed within a few years, and potentially without undergoing ... -
Análisis y diseño de Dataset para el reconocimiento de COVID-19 en señales de tos con Redes Neuronales Profundas
(Universitat Politècnica de Catalunya, 2022-05-23)
Bachelor thesis
Open AccessThis project will try to improve the detection results of the COVID-19 disease as much as possible from acoustic signals of coughing through a convolutional neural network. To accomplish these objectives, we started with ... -
Android Implementation of a Visualisation, Sonification and AI-Assisted Interpretation of Neonatal EEG
(Universitat Politècnica de Catalunya, 2018-05)
Bachelor thesis
Open AccessThe aim of this project is the implementation of an Android App to help healthcare professionals to check newborn health status by observing neonatal EEG signals, without having extensive training in EEG interpretation. ... -
Anomaly detection of satellite systems via Machine Learning
(Universitat Politècnica de Catalunya, 2020-07-03)
Bachelor thesis
Restricted access - confidentiality agreement
