Capstone Project
Capstone Project

2022-2023

·         Food safety incident clustering to uncover common root causes- Vyzaniaris Georgios- AGROKNOW

·         Finetuning of open source LLMs for specific domains- Stavropoulos Christos- AISERA

·         Training and development of a table-to-text transformer-based model for contextual summarization of tabular data- Aggelonidi Despoina- Incelligent ΙΚΕ

·         Leveraging ChatGPT and NLP for enhanced FX market news and analysis- Kaptsikas, Agiopoulos- Hypertech

·         Portfolio construction based on advanced econometric models and machine learning techniques- Zioulis, Panagiotis

·         Key information retrieval and borderless table location in scanned legal documents- Antoniozas, Panagiotis, Cognitiv+

·         Tagging in social media texts: a deep learning approach for Greek language data on social web - Mylona, Eirini- Palowise

·         Chain of thought prompting for intent classification using large language models- Koutsianos, Dimitrios- Omilia - Conversational Intelligence

·         Database system for analyzing microstructure phenomena in the US corporate bond market through transaction-level data: herding and momentum- Karypiadis, Efstratios

·         Forecasting energy market series using econometric models and machine learning techniques- Mastrodimitris-Gounaropoulos, Spyridon

2021-2022

·         Explainability in machine learning: an application on retail industry- Andreadis, Georgios-IRI

·         Automatic detection of sections and paragraphs in legal documents- Vlachos, Christos- Cognitiv Plus

·         Water quality analysis through remote sensing data- Gkountoumas, Filippos- OAK SA

·         Conflict detection in music knowledge graph: a study on deep learning with large graphs- Doudos, Panagiotis-Orfium

·         Electricity consumption timeseries forecasting: statistical, machine and deep learning methods- Koumentakos, Agis-Georgios, Public Power Company SA

·         Voice of your customer analytics: gather customer's feedback and turn it into valuable data and insights at scale- Konstantinidis, Nikolaos, Deloitte

·         Compressing and accelerating the inference of transformer-based models - Maroudas, Stylianos- Cognitiv+

·         https://www.pyxida.aueb.gr/index.php?op=view_object&object_id=1042- Moscholios, Filippos-Michael-Palo Services

·         Product matching via supervised machine learning techniques- Papadopoulos, Nikolaos- Convert Group SA

·         Exploring machine learning approaches to decide how to position slot games on a website to maximize performance- Stavrou, Andreas- Light & Wonder iGaming

·         Neural architectures for question answering in dialogs

·         Product sales estimation in online shops- Anastasios-Theofanis- Digital Commerce Intelligence

·         AI driven minute taker- AI driven minute taker-Floudas Lampros-Accenture

2020-2021

·         Assessment of a hidden Markov model for detecting abrupt shifts in time series of telecommunication data-Maragkopoulos Georgios-INCELLIGENT

·         Behavioral analysis using retail data for customer segmentation- Maniatis Philippos- POBUCA

·         Behavioral scorecard using machine learning techniques- Anastasopoulos Nikolaos-NBG

·         Brand-based sentiment analysis- Ormyliotou Georgia-PALO

·         Classification in the Banking Field- Mavousoglou Maria Georgia-PREDICTA

·         Computer vision on piping and instrumentation diagrams: towards the identification of their components- Androvitsanea Anna-SYNTHETICA

·         Credit limit optimization using Markov decision processes and double deep Q networks- Katsabalos Ilias-JAJA

·         Cross-lingual adaptation in automatic speech recognition- Gkouzias Thomas-POBUCA

·         Gaussian processes for modelling wind turbine power curves- Ladopoulou Domniki-WIND ENGINEERING

·         Generalized 0-shot learning in image classification: with the quasi-fully supervised method and variants-Papadoudis Stratos

·         Greek text-to-speech- Matrapazis Anastasios- POBUCA

·         Identifying problematic gambling behaviour-Markakis Christos-SG DIGITAL

·         Loan risk assessment from Greek legal reports- Kekkis Georgios-NBG

·         Natural Language Understanding as Question Answering- Tassias Panagiotis-OMILIA

·         Optimizing carbon emissions of a maritime fleet using deep reinforcement learning- Pappas Ioannis Nikolaos- SYNTHETICA

·         Price promotion optimization for the retail industry- Karampinis Ioannis-PREDICTA

·         Product cannibalization-Liagkou Konstantina-SG DIGITAL

·         Tackling the cold start problem in product recommendation systems-Nikas Athanasios-INCELLIGENT

·         Text classification to automatically detect hazards in foods from official announcements and social media-Papadatos Emmanouil- AGROKNOW

·         Toxicity detection on Greek tweets- Anagnostopoulos Theodoros-PALO

2019-2020

·         A metadata monitoring framework for explainable outlier detection- Gravias Loukas-EY

·         Credit Scoring through Machine Learning and Artificial Intelligence- Papilas Konstantinos-PWC

·         Digital customer segmentation- Platis Evangelos- EUROBANK

·         Emotion classification on greek tweets- Thalassinou Lislevand Marina -PALO

·         Fraud detection for internet and mobile banking- Boulieris Petros-NBG

·         Intent classification of dialogues and dialogue turns-Ziazopoulos Panteleimon- POBUCA

·         Keystroke dynamics for user authentication using arbitrary text- Lyronis Dimitrios- POBUCA

·         Maritime routing and navigation using deep reinforcement learning- Kolozis Panagiotis-SYNTHETICA

·         Product information region detection using deep learning techniques -Papadakis Athanasios-CONVERT GROUP

·         Text classification for the detection of food recalls-Chasapes Alexandros-AGROKNOW

·         Using sentence embeddings for the management of user-generated training phrases in Natural Language Understanding (NLU) service- Tamvakis Apostolos-HELVIA

2018-2019

·         RFM segmentation and Customer churn- Andreadi Eirini- IRI

·         Predictive Modeling of match results and Teams' Ranking- Tzai Lampis-OPAP

·         Machine Learning Applications in Credit Scoring-Karezos Evgenios-CHANNEL VAS

·         Blue collar-White collar Job Classification- Tsoukara Alexia-WORKABLE

·         Detecting Similar Fraudulent Profiles Through Betting Patterns by Utilizing the k-Nearest Neighbors Algorithm- Dagre Aikaterini- UNIVED SCIENCE

MSc in Data Science is ranked 12th globally in the Eduniversal rankings. https://www.kathimerini.gr/society/562985167/

INDUSTRY PARTNERS

The Master of Science in Data Science has a large and growing number of Industry Partners, offering industrial thesis topics, career days, seminars and short courses, and scholarships, among other forms of collaboration. We are grateful to the Greek industrial community for supporting the program.

AUEB - MSc in Data Science