Master in Artificial Intelligence - MAI
Recent Submissions
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Neural Question Generation
(Universitat Politècnica de Catalunya, 2021-04-18)
Master thesis
Open AccessQuestion generation attempts to generate a natural language question given a passage and an answer. Most state-of-the-art methods have focused on generating simple questions involving single-hop relations and based on a ... -
The creation of a GAN model for generating pictures of whales
(Universitat Politècnica de Catalunya, 2021-01)
Master thesis
Restricted access - confidentiality agreement -
Applyig Deep Learning to Analyze Lifestyle in Egocentric images
(Universitat Politècnica de Catalunya, 2021-01)
Master thesis
Restricted access - confidentiality agreement -
Applied Anomaly Detection on unsupervised detection of marine mammals
(Universitat Politècnica de Catalunya, 2021-01)
Master thesis
Open Access
Covenantee: Universitat Rovira i Virgili / Universitat de BarcelonaIn this report, techniques for Anomaly Detection are explored with the aim of automating the process of detecting marine mammals in satellite imagery. This can be later be applied to extract and prepare data for an object ... -
Explainability on recommender systems using contextual data
(Universitat Politècnica de Catalunya, 2020-04-14)
Master thesis
Open AccessRecommender Systems (RS) are a fundamental part of any relevant e-commerce website, and the inclusion, improvement and optimization of this kind of systems is a growing trend. As these systems evolve, people are more ... -
A Study on Different Architectures on a 3D Garment Reconstruction Network
(Universitat Politècnica de Catalunya, 2021-01-27)
Master thesis
Open Access
Covenantee: Universitat de Barcelona / Universitat Rovira i VirgiliIn this work, we perform a study of different network architectures for 3D garment reconstruction. In the study, five networks are compared both quantitatively and qualitatively. The dataset used to train each network is ... -
The Effect of High Resolution Images on Network Embeddings for Transfer Learning
(Universitat Politècnica de Catalunya, 2021-01-27)
Master thesis
Open AccessWithin Deep Learning, Transfer learning is a very hot topic. This is mainly because Transfer Learning proposes a way of avoiding two of the biggest limitations in Deep Learning: the need for enormous datasets and high ... -
Fracture detection from X-Rays with deep learning
(Universitat Politècnica de Catalunya, 2021-01-20)
Master thesis
Open AccessBone fractures are a widespread medical condition that involves many people and money in the treatment and tracking of this disease. Spain invests lots of money every year with X-Ray scanners, radiologists, and medical ... -
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 ... -
Application of deep learning for breast cancer metastasis detection in sentinel lymph node biopsies
(Universitat Politècnica de Catalunya, 2021-01-18)
Master thesis
Open Access
Covenantee: Universitat de BarcelonaIn developed countries, breast cancer is one of the leading causes of death in female cancer patients aged 40 and above. The early detection of this pathology has a positive impact on the reduction of mortality and morbidity. ... -
Study of Deep Learning Models for Class-Agnostic Counting
(Universitat Politècnica de Catalunya, 2021-01-10)
Master thesis
Open AccessIn the field of object counting using computer vision techniques, multiple research projects developed highly performant models for counting specific classes. Nonetheless, none has achieved a deep learning model able to ... -
A comprehensive probabilistic model for the embryo selection problem
(Universitat Politècnica de Catalunya, 2021-01-19)
Master thesis
Open AccessAssisted reproductive technologies (ARTs) are a set of invasive medi- cal techniques that attempt to induce a pregnancy. In vitro fertilization (IVF) is the most common and effective type of ART. Embryo selection is a ...
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