Πλοήγηση Μεταπτυχιακές διπλωματικές εργασίες - Τεχνητή Νοημοσύνη και Βαθιά Μάθηση ανά Τίτλο
Αποτελέσματα 1-20 από 26
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A comparative evaluation of machine learning and deep learning for sports predictions in table tennis
(Πανεπιστήμιο Δυτικής Αττικής, 2024-03-07)The surge in sports data availability has opened avenues for exploring the application of machine learning (ML) and deep learning (DL) techniques in predicting match outcomes as classification tasks across various sports. ... -
Applying graph neural networks for stance detection over online social networks
(Πανεπιστήμιο Δυτικής Αττικής, 2024-03)Fake news has flooded social networks and has been studied from different perspectives. Different methodologies have been proposed to approach this issue. In recent years, researchers have been conducting analyses based ... -
Applying reinforcement learning algorithms for profitable strategies in a stock market simulator
(Πανεπιστήμιο Δυτικής Αττικής, 2023-10-13)Financial time series present unique characteristics that an investor, analyst or algorithmic trader has to take always into account. One of the defining features is their inherent volatility and non-linearity. Unlike many ... -
Artificial intelligence in medical diagnosis (with emphasis on orthopedics)
(Πανεπιστήμιο Δυτικής Αττικής, 2024-10-07)Early and accurate diagnosis of hip conditions, such as fractures and degenerative diseases, is crucial for ensuring that patients receive appropriate treatment on time. Delayed or incorrect diagnoses can lead to prolonged ... -
Artificial intelligence in pharmaceutical domain (with emphasis on the data quality)
(Πανεπιστήμιο Δυτικής Αττικής, 2022-09-19)Over the past decades, computer science has been widely developed. From speech recognition to reconstructing brain circuits to even natural language understanding, one can easily claim that Machine Learning and Deep Learning ... -
Artificial intelligence in pharmaceutical domain (with emphasis on the data quality). ALCOA prediction from pharmaceutical industry line
(Πανεπιστήμιο Δυτικής Αττικής, 2022-07)We can all imagine the amount of data generated during the procedure of the production of a medicine in a pharmaceutical industry. Data are taken from the import of the raw material to the factory, its analysis until it ... -
Artificial intelligence methods for predictive maintenance
(Πανεπιστήμιο Δυτικής Αττικής, 2024-04-26)The rapid evolution of Artificial Intelligence over the past few years has revolutionised applications in several fields. Such field is the Predictive Maintenance (PdM) concept. In contrast to reactive or scheduled ... -
Augmentation of large language model capabilities with knowledge graphs
(Πανεπιστήμιο Δυτικής Αττικής, 2024-03-06)This postgraduate thesis explores the possibility for augmentation of the abilities of Large Language Models (LLMs) in the task of Question Answering by incorporating the technique of Retrieval-Augmented Generation (RAG) ... -
Autoencoder algorithms for time series anomaly detection
(Πανεπιστήμιο Δυτικής Αττικής, 2024-09-02)Time series data capture the behavior of variables over time and as such they are of core importance in a broad variety of scientific disciplines and applications including finance, industry, healthcare and networks, among ... -
Deep learning and variable autonomy for mobile robot navigation
(Πανεπιστήμιο Δυτικής Αττικής, 2024-03)This paper addresses the problem of safe and efficient navigation of mobile robots in extreme environments such as Search and Rescue (SAR) and Urban Search and Rescue (USAR) missions or other forms of remote robotic tasks. ... -
Designing a scalable and reproducible machine learning workflow
(Πανεπιστήμιο Δυτικής Αττικής, 2024-03-06)The advancement of machine learning (ML) applications necessitates the construction of end-to-end experimentation pipelines characterized by scalability, robustness, and reproducibility. This thesis aims to empower Data ... -
Greek patent classification using deep learning
(Πανεπιστήμιο Δυτικής Αττικής, 2023-02-22)Patents are documents that contain state of the art technical and scientific information in almost every field of science. Patent applications filed every day in the Hellenic Industrial Property Organization, have to be ... -
Lightweight model development for arrhythmia detection in wearable devices using deep learning
(Πανεπιστήμιο Δυτικής Αττικής, 2024-10-16)Cardiac arrhythmias are a common cause of morbidity and mortality worldwide. The early diagnosis and prompt treatment of cardiac arrhythmias can improve patient outcomes and prevent adverse events such as stroke and sudden ... -
Physics-informed neural networks for data-efficient & accurate learning of physical systems
(Πανεπιστήμιο Δυτικής Αττικής, 2024-10)Traditionally, Scientific Computing and Computer Aided Engineering software use numerical solvers for simulating physics-based models. Despite their high accuracy, numerical solvers can become very computationally intensive ... -
Sign language detection
(Πανεπιστήμιο Δυτικής Αττικής, 2023-02)Communication is defined as the exchange of information, ideas and feelings.In order for two people to communicate with each other they must understand the same language.When a person is deaf they cannot hear and when they ... -
Solving multiple sequence alignment using deep reinforcement learning
(Πανεπιστήμιο Δυτικής Αττικής, 2024-02-20)Multiple Sequence Alignment (MSA) is a fundamental task in Bioinformatics, essential for understanding evolutionary relationships, genetic adaptations, drug design, and other applications. In general, MSA is a Nondeterministic ... -
Spatial-temporal crime prediction using deep learning
(Πανεπιστήμιο Δυτικής Αττικής, 2022-09-26)Dealing with crime is one of the main purposes of a society. Therefore, the law enforcement authorities with the limited resources they have are trying to fight crime, which is characterized by dynamic spatio-temporal ... -
Study of simulation and modelling tools for autonomous vehicle driving based on stereoscopy
(Πανεπιστήμιο Δυτικής Αττικής, 2024-03-08)The subject of this thesis is the analysis and study of the tools available today that assist engineers in the modeling and development of autonomous vehicles with automatic navigation. A comprehensive explanation of the ... -
Transferable state & action embeddings in deep reinforcement learning
(Πανεπιστήμιο Δυτικής Αττικής, 2024-07)This thesis delves into two primary areas: the impact of transfer learning on the performance of RL algorithms and the implementation of a transformers-based architecture for learning representations of both states and ... -
Use of artificial intelligence and deep learning in the food and agriculture domain
(Πανεπιστήμιο Δυτικής Αττικής, 2023-02)The current thesis is an overview of the materials and the technics that are used in the Smart Farming sector. It focuses on the particularities of Smart Farming compared to other Artificial Intelligence applications, hence ...