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    Marija Bezbradica

    Dr

    Contact Details


    Assistant Professor
    DCU, School of Computing, L2.30

    Glasnevin, Dublin 9

    T:Ext. 5260

    E:Marija.Bezbradica@dcu.ie

    Adapt Funded Investigator

    Profile Photo

    I am Assistant Professor in the School of Computing, DCU. My research areas are interdisciplinary and include Educational  Analytics, Computational Finance, Complex Systems and Statistics. I am specifically allied with several research centres:

    Adapt - where I am a Funded Investigator, specifically aligned with FinTech research. I work on several projects to empower innovation in Financial Services, with a special focus on InsurTech. 
    ARC-SYM - Advanced Research Computing Centre for Complex Systems Modelling, as part of which I completed my PhD research in 2013. I am acting as a chair of the Modelling & Scientific Computing Group.
    Lero - The Irish Software Engineering Research Centre where I am a research collaborator on projects in Smart Cities and behavioural analysis.

    Prior to coming to DCU, I obtained my BSc and MSc at the School of Electrical Engineering (ETF), University of Belgrade, Serbia. My current research projects are in FinTech on building models for claims predictions and for explainable AI in Fraud Detection. I have several projects with behavioural analytics focus in the area of education analytics and optimised software usage analytics.

    In past I worked on projects that study impact of large urban layouts on pedestrian movement decision-making using Agent Based Modelling (ABM) with open data sourced from OpenStreetMap. In a research collaboration with Sigmoid Pharma Ltd. I worked on building stochastic models of in vitro drug delivery systems (DDS) by using Cellular Automata and ABM.



    Peer Reviewed Journal

    Year Publication
    2024 Mohanty, A.; Sutherland, A.; Bezbradica, M.; Javidnia, H. (2024) 'High-Fidelity Synthetic Face Generation for Rosacea Skin Condition from Limited Data'. Electronics (Switzerland), 13 . [Link] [DOI]
    2023 Bastidas, V.; Bezbradica, M.; Bilauca, M.; Healy, M.; Helfert, M. (2023) 'Enterprise Architecture in Smart Cities: Developing an Empirical Grounded Research Agenda'. Journal of Urban Technology, 30 . [Link] [DOI]
    2023 Mohanty, A.; Sutherland, A.; Bezbradica, M.; Javidnia, H. (2023) 'Rhi3DGen: Analyzing Rhinophyma using 3D face models and synthetic data'. Intelligence-Based Medicine, 8 . [Link] [DOI]
    2023 Mai, T.T.; Crane, M.; Bezbradica, M. (2023) 'Students’ Learning Behaviour in Programming Education Analysis: Insights from Entropy and Community Detection'. Entropy, 25 . [Link] [DOI]
    2023 Nguyen, A.P.N.; Mai, T.T.; Bezbradica, M.; Crane, M. (2023) 'Volatility and returns connectedness in cryptocurrency markets: Insights from graph-based methods'. Physica A: Statistical Mechanics and its Applications, 632 . [Link] [DOI]
    2023 Kim, M.; Lindberg, D.; Crane, M.; Bezbradica, M. (2023) 'Dirichlet Process Log Skew-Normal Mixture with a Missing-at-Random-Covariate in Insurance Claim Analysis'. Econometrics, 11 . [Link] [DOI]
    2023 Zimmermann, R.; Mora, D.; Cirqueira, D.; Helfert, M.; Bezbradica, M.; Werth, D.; Weitzl, W.J.; Riedl, R.; Auinger, A. (2023) 'Enhancing brick-and-mortar store shopping experience with an augmented reality shopping assistant application using personalized recommendations and explainable artificial intelligence'. Journal of Research in Interactive Marketing, 17 . [Link] [DOI]
    2022 Nguyen, A.P.N.; Mai, T.T.; Bezbradica, M.; Crane, M. (2022) 'The Cryptocurrency Market in Transition before and after COVID-19: An Opportunity for Investors?'. Entropy, 24 . [Link] [DOI]
    2022 Kwapień, J.; Watorek, M.; Bezbradica, M.; Crane, M.; Tan Mai, T.; Drozdz, S. (2022) 'Analysis of inter-transaction time fluctuations in the cryptocurrency market'. Chaos, 32 . [Link] [DOI]
    2022 Mai, T.T.; Bezbradica, M.; Crane, M. (2022) 'Learning behaviours data in programming education: Community analysis and outcome prediction with cleaned data'. Future Generation Computer Systems, 127 . [Link] [DOI]
    2022 Zimmermann, R., Mora, D., Cirqueira, D., Helfert, M., Bezbradica, M., Werth, D., Weitzl, W.J., Riedl, R. and Auinger, A. (2022) 'Enhancing brick-and-mortar store shopping experience with an augmented reality shopping assistant application using personalized recommendations and explainable artificial intelligence Enhancing brick-and- mortar shopping experience'. Journal of Research in Interactive Marketing, . [Link] https://doi.org/10.1108/JRIM-09-2021-0237
    2022 Bastidas, V.; Reychav, I.; Ofir, A.; Bezbradica, M.; Helfert, M. (2022) 'Concepts for Modeling Smart Cities: An ArchiMate Extension'. Business and Information Systems Engineering, 64 . [Link] [DOI]
    2019 Crane,M., Bezbradica, M., Odoul, Q., Jimenez-Segura, N. (2019) 'A Markov Model of Student Retention & Progression'. ACM Transactions on Computing Education, (Under Resubmission) .
    2019 Stack, R., Bezbradica, M., Crane, M. (2019) 'Identifying Patterns in Aircraft Engine Health Monitoring Parameter Changes'. JOURNAL OF AMERICAN INSTITUTE OF AERONAUTICS AND ASTRON, .
    2019 Aleedy, M.; Shaiba, H.; Bezbradica, M. (2019) 'Generating and analyzing Chatbot responses using natural language processing'. International Journal Of Advanced Computer Science And Applications, 10 . [Link]
    2016 Bezbradica, Marija; Crane, Martin; Ruskin, Heather J. (2016) 'Applications of High Performance Algorithms to Large Scale Cellular Automata Frameworks Used in Pharmaceutical Modelling'. Journal of Cellular Automata, 11 (1).
    2016 Kesavulu, Manoj and Helfert, Markus and Bezbradica, Marija (2016) 'Towards Refactoring in Cloud-Centric Internet of Things for Smart Cities'. .
    2016 Bezbradica, M.; Crane, M.; Ruskin, H.J.; (2016) 'Applications of high performance algorithms to large scale cellular automata frameworks used in pharmaceutical modelling'. Journal of Cellular Automata, .
    2014 Bezbradica, Marija; Ruskin, Heather J.; Crane, Martin (2014) 'Comparative analysis of asynchronous cellular automata in stochastic pharmaceutical modelling'. Journal of Computational Science, 5 (5). [DOI]

    Book Chapter

    Year Publication
    2020 Bezbradica, M.; Crane, M.; Ruskin, H.J. (2020) 'Release modelling of nanoencapsulated food ingredients by probabilistic models: Cellular Automata and Monte Carlo Methods' In: Release and Bioavailability of Nanoencapsulated Food Ingredients. [Link] https://doi.org/10.1016/C2017-0-03560-7
    2019 Bezbradica, M., Crane, M., Ruskin, H.J. (2019) 'Cellular automata technique for release modelling of nanoencapsulated food ingredients' In: Release and Bioavailability of Nanoencapsulated Food Ingredients. New York : Elsevier.
    2019 M Bezbradica, HJ Ruskin (2019) 'Understanding urban mobility and pedestrian movement' In: Smart Urban Development. London, UK : IntechOpen. [Link] [DOI]
    2014 Bezbradica, M.; Ruskin, H.J.; Crane, M.; (2014) 'Probabilistic pharmaceutical modelling: A comparison between synchronous and asynchronous cellular automata' In: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Berlin : Springer. [Link] [DOI]

    Conference Publication

    Year Publication
    2023 Nguyen, A.P.N.; Crane, M.; Bezbradica, M. (2023) Cryptocurrency Volatility Index: An Efficient Way to?Predict the?Future CVI [Link] [DOI]
    2022 Cakir, Gultekin; Bezbradica, Marija; Helfert, Markus (2022) COMPUTER-HUMAN INTERACTION RESEARCH AND APPLICATIONS, CHIRA 2020 Visualizing Critical Objectives in Omnichannel Management Through Mental Models: The Application of an Assortment Integration Context [DOI]
    2022 Zhao, H.; Crane, M.; Bezbradica, M. (2022) International Conference on Complexity, Future Information Systems and Risk, COMPLEXIS - Proceedings Attention! Transformer with Sentiment on Cryptocurrencies Price Prediction [Link] [DOI]
    2022 Mohanty, Anwesha; Sutherland, Alistair; Bezbradica, Marija; Javidnia, Hossein (2022) 2022 33RD IRISH SIGNALS AND SYSTEMS CONFERENCE (ISSC) Towards Synthetic Generation of Clinical Rosacea Images with GAN Models [DOI]
    2020 Mora, Daniel; Zimmermann, Robert; Cirqueira, Douglas; Bezbradica, Marija; Helfert, Markus; Auinger, Andreas; Werth, Dirk (2020) PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON COMPUTER-HUMAN INTERACTION RESEARCH AND APPLICATIONS (CHIRA) Who Wants to Use an Augmented Reality Shopping Assistant Application? [DOI]
    2017 Kesavulu, M.; Helfert, M.; Bezbradica, M. (2017) CHIRA 2017 - Proceedings of the International Conference on Computer-Human Interaction Research and Applications A usage-based data extraction framework for cloud-based application an human-computer interaction approach [Link]
    2021 Mai, Tai Tan; Crane, Martin; Bezbradica, Marija (2021) 7TH INTERNATIONAL CONFERENCE ON HIGHER EDUCATION ADVANCES (HEAD'21) Students' Behaviours in using Learning Resources in Higher Education: How do behaviours reflect success in Programming Education? [DOI]
    2021 Cirqueira, D.; Helfert, M.; Bezbradica, M. (2021) Towards Design Principles for User-Centric Explainable AI in Fraud Detection [Link] [DOI]
    2020 Cirqueira, Douglas; Almeida, Fernando; Cakir, Gultekin; Jacob, Antonio; Lobato, Fabio; Bezbradica, Marija; Helfert, Markus (2020) PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON COMPUTER-HUMAN INTERACTION RESEARCH AND APPLICATIONS (CHIRA) Explainable Sentiment Analysis Application for Social Media Crisis Management in Retail [DOI]
    2020 Daniel Mora, Robert Zimmermann, Douglas Cirqueira, Marija Bezbradica, Markus Helfert, Andreas Auinger, Dirk Werth (2020) Proceedings of the 4th International Conference on Computer-Human Interaction Research and Applications (CHIRA 2020) Who Wants to Use an Augmented Reality Shopping AssistantApplication? [DOI]
    2020 Suad Almutairi, Hadil Shaiba, Marija Bezbradica (2020) International Conference on Computing Predicting Students’ Academic Performance and Main Behavioral Features Using Data Mining Techniques https://doi.org/10.1007/978-3-030-36365-9_21
    2020 Cirqueira, D.; Almeida, F.; Cakir, G.; Jacob, A.; Lobato, F.; Bezbradica, M.; Helfert, M. (2020) CHIRA 2020 - Proceedings of the 4th International Conference on Computer-Human Interaction Research and Applications Explainable Sentiment Analysis Application for Social Media Crisis Management in Retail [Link]
    2020 Mora, D.; Zimmermann, R.; Cirqueira, D.; Bezbradica, M.; Helfert, M.; Auinger, A.; Werth, D. (2020) CHIRA 2020 - Proceedings of the 4th International Conference on Computer-Human Interaction Research and Applications Who Wants to Use an Augmented Reality Shopping Assistant Application? [Link]
    2020 Cirqueira, D.; Nedbal, D.; Helfert, M.; Bezbradica, M. (2020) Scenario-Based Requirements Elicitation for User-Centric Explainable AI: A Case in Fraud Detection [Link] [DOI]
    2020 Cirqueira, D.; Hofer, M.; Nedbal, D.; Helfert, M.; Bezbradica, M. (2020) Customer purchase behavior prediction in e-commerce: A conceptual framework and research agenda [Link] [DOI]
    2019 Cakir, G.; Bezbradica, M.; Helfert, M. (2019) The Shift from Financial to Non-financial Measures During Transition into Digital Retail – A Systematic Literature Review [Link] [DOI]
    2019 Garrigan, John; Crane, Martin; Bezbradica, Marija (2019) MSWIM'19: PROCEEDINGS OF THE 22ND INTERNATIONAL ACM CONFERENCE ON MODELING, ANALYSIS AND SIMULATION OF WIRELESS AND MOBILE SYSTEMS Received Total Wideband Power Data Analysis Multiscale wavelet analysis of RTWP data in a 3G network [DOI]
    2019 Cirqueira, D.; Helfert, M.; Bezbradica, M. (2019) Towards Preprocessing Guidelines for Neural Network Embedding of Customer Behavior in Digital Retail [Link] [DOI]
    2019 Almutairi, S.; Shaiba, H.; Bezbradica, M. (2019) Predicting Students’ Academic Performance and Main Behavioral Features Using Data Mining Techniques [Link] [DOI]
    2019 Kesavulu, M.; Dang-Nguyen, D.T.; Bezbradica, M.; Helfert, M. (2019) Usage Analytics: A Process to Extract and Analyse Usage Data to Understand User Behaviour in Cloud [Link] [DOI]
    2019 Jawad, M.S.; Bezbradica, M.; Crane, M.; Alijel, M.K. (2019) Proceedings - 2019 International Conference on Artificial Intelligence and Advanced Manufacturing, AIAM 2019 AI Cloud-Based Smart Manufacturing and 3D Printing Techniques for Future In-House Production [Link] [DOI]
    2019 Garrigan, J., Bezbradica, M., Crane, M. (2019) 22st ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM' 19) Received Total Wideband Power Data Analysis: Multiscale wavelet analysis of RTWP data in a 3G network Miami, FL, 26/11/2019- 30/11/2019
    2019 Bielozorov, A.; Bezbradica, M.; Helfert, M. (2019) The Role of User Emotions for Content Personalization in e-Commerce: Literature Review [Link] [DOI]
    2018 Bastidas, V.; Helfert, M.; Bezbradica, M. (2018) Proceedings of the Annual Hawaii International Conference on System Sciences A requirements framework for the design of smart city reference architectures [Link]
    2018 Kinderis, M., Bezbradica, M., Crane, M (2018) 3rd International Conference on Complexity, Future Information Systems and Risk Bitcoin Currency Fluctuation Funchal, Portugal, 20/03/2018- 21/03/2018 [Link] [DOI]
    2018 Bastidas, Vivian; Helfert, Markus; Bezbradica, Marija (2018) PROCEEDINGS OF THE 51ST ANNUAL HAWAII INTERNATIONAL CONFERENCE ON SYSTEM SCIENCES (HICSS) A Requirements Framework for the Design of Smart City Reference Architectures
    2018 Kinderis, M.; Bezbradica, M.; Crane, M. (2018) COMPLEXIS 2018 - Proceedings of the 3rd International Conference on Complexity, Future Information Systems and Risk Bitcoin currency fluctuation [Link]
    2018 Bastidas, Viviana and Helfert, Markus and Bezbradica, Marija (2018) Proceedings of the 51st Hawaii International Conference on System Sciences A Requirements Framework for the Design of Smart City Reference Architectures
    2018 Skehin, T.; Crane, M.; Bezbradica, M. (2018) Day ahead forecasting of FAANG stocks using ARIMA, LSTM networks and wavelets [Link]
    2018 Skehin, T., Crane, M., Bezbradica, M. (2018) The 26th AIAI Irish Conference on Artificial Intelligence and Cognitive Science . In: Brennan, R. Beel, J., Byrne, R., Debattista, J., Crotti, A eds. Day Ahead Forecasting of FAANG Stocks Using ARIMA, LSTM Networks and Wavelets Dublin, Ireland, 06/12/2018- 07/12/2018 [Link]
    2017 Bastidas V., Bezbradica M., Helfert M. (2017) International Conference on Smart Cities . In: Alba E., Chicano F., Luque G. (eds) Smart Cities. Smart-CT 2017. Lecture Notes in Computer Science, vol 10268. Springer, Cham eds. Cities as Enterprises: A Comparison of Smart City Frameworks Based on Enterprise Architecture Requirements Malaga, Spain, [Link] https://doi.org/10.1007/978-3-319-59513-9_3
    2017 Kesavulu, Manoj and Bezbradica, Marija and Helfert, Markus (2017) International Conference on Cloud Computing and Services Science Generic Refactoring Methodology for Cloud Migration Position Paper
    2017 Kesavulu, Manoj; Bezbradica, Marija; Helfert, Markus (2017) CLOSER: PROCEEDINGS OF THE 7TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND SERVICES SCIENCE Generic Refactoring Methodology for Cloud Migration [DOI]
    2017 Bastidas, V.; Bezbradica, M.; Helfert, M. (2017) Cities as enterprises: A comparison of smart city frameworks based on enterprise architecture requirements [Link] [DOI]
    2017 M Kesavulu, M Helfert, M Bezbradica (2017) International Conference on Computer-Human Interaction Research and Applications (CHIRA 2017) A Usage-based Data Extraction Framework for Cloud-Based Application - An Human Computer Interaction approach
    2017 Simiscuka, Anderson Augusto; Bezbradica, Marija; Muntean, Gabriel-Miro (2017) 2017 13TH INTERNATIONAL WIRELESS COMMUNICATIONS AND MOBILE COMPUTING CONFERENCE (IWCMC) Performance Analysis of the Quality of Service-aware Networking Scheme for Smart Internet of Things Gateways
    2017 Simiscuka, A.A.; Bezbradica, M.; Muntean, G.M. (2017) 2017 13th International Wireless Communications and Mobile Computing Conference, IWCMC 2017 Performance analysis of the Quality of Service-aware NETworking Scheme for sMart Internet of Things gatewayS [Link] [DOI]
    2017 Bastidas, Viviana and Bezbradica, Marija and Helfert, Markus (2017) International Conference on Smart Cities Cities as Enterprises: A Comparison of Smart City Frameworks Based on Enterprise Architecture Requirements
    2016 Mamkaitis A.; Helfert M.; Bezbradica M.; (2016) Smart Cities Conference (ISC2), 2016 IEEE International Urban enterprise: A review of Smart City frameworks from an Enterprise Architecture perspective
    2016 Kesavulu M.; Helfert M.; Bezbradica M; (2016) AIS Pre-ICIS Workshop on “IoT & Smart City Challenges and Applications” – ISCA 2016 Towards Refactoring in Cloud-Centric Internet of Things for Smart Cities
    2016 Mamkaitis A.; Bezbradica M; Helfert M. (2016) AIS Pre-ICIS Workshop on “IoT & Smart City Challenges and Applications” – ISCA 2016 Urban Enterprise Principles development approach: a case from a European City
    2016 Pourzolfaghar Z.; Bezbradica M; Helfert M. (2016) AIS Pre-ICIS Workshop on “IoT & Smart City Challenges and Applications” – ISCA 2016 Types of IT Architectures in Smart Cities – A review from a Business Model and Enterprise Architecture Perspective
    2016 Mamkaitis, A.; Bezbradica, M.; Helfert, M. (2016) IEEE 2nd International Smart Cities Conference: Improving the Citizens Quality of Life, ISC2 2016 - Proceedings Urban enterprise: A review of Smart City frameworks from an enterprise architecture perspective [Link] [DOI]
    2016 Mamkaitis, Aleksas; Bezbradica, Marija; Helfert, Markus (2016) IEEE SECOND INTERNATIONAL SMART CITIES CONFERENCE (ISC2 2016) Urban Enterprise: a review of Smart City frameworks from an Enterprise Architecture perspective
    2016 Mamkaitis, Aleksas and Bezbradica, Marija and Helfert, Markus (2016) Smart Cities Conference (ISC2), 2016 IEEE International Urban enterprise: a review of smart city frameworks from an enterprise architecture perspective
    2016 Mamkaitis, Aleksas and Bezbradica, Marija and Helfert, Markus (2016) AIS Pre-ICIS Workshop on ?IoT \& Smart City Challenges and Applications?, Dublin Urban enterprise principles development approach: a case from a European City
    2014 Bezbradica, M.; Ruskin, H.J. (2014) Modelling impact of morphological urban structure and cognitive behaviour on pedestrian flows [Link] [DOI]
    2014 Bezbradica, M.; Ruskin, H.J.; Crane, M. (2014) Probabilistic pharmaceutical modelling: A comparison between synchronous and asynchronous cellular automata [Link] [DOI]
    2012 Perrin, D.; Bezbradica, M.; Crane, M.; Ruskin, H.J.; Duhamel, C. (2012) Proceedings - IEEE International Symposium on Distributed Simulation and Real-Time Applications, DS-RT High-performance computing for data analytics [Link] [DOI]
    2012 Bezbradica, M.; Crane, M.; Ruskin, H.J. (2012) Proceedings of the 2012 International Conference on High Performance Computing and Simulation, HPCS 2012 Parallelisation strategies for large scale cellular automata frameworks in pharmaceutical modelling [Link] [DOI]
    2011 Bezbradica, M; Crane, M; Ruskin, HJ (2011) ICBBB 2011 : 2011 International Conference on Bioscience, Biochemistry and Bioinformatics Modelling Drug Coatings: A parallel Cellular Automata Model of Ethylcellulose-coated Microspheres
    2011 Bezbradica, Marija; Ruskin, Heather J.; Crane, Martin (2011) BIOSCIENCE, BIOCHEMISTRY AND BIOINFORMATICS Modelling Drug Coatings: A parallel Cellular Automata Model of Ethylcellulose-coated Microspheres
    2010 Bezbradica, M.; Barat, A.; Ruskin, H.J.; Crane, M.; (2010) ESM 2010 - 2010 European Simulation and Modelling Conference ESM 2010 - 2010 European Simulation and Modelling Conference
    2010 Bezbradica, M.; Barat, A.; Ruskin, H.J.; Crane, M. (2010) ESM 2010 - 2010 European Simulation and Modelling Conference Probabilistic models for dissolution of ethylcellulose coated microspheres [Link]

    Thesis

    Year Publication
    2013 Bezbradica M. (2013) Stochastic computational modelling of complex drug delivery systems. THES

    Newsletter

    Year Publication
    2011 Bezbradica, M; Crane, M; Ruskin, HJ (2011) Probabilistic modelling of drug dissolution. Ireland: NEWSL [Link]

    Other Publication

    Year Publication
    2022 Mohanty, A.; Sutherland, A.; Bezbradica, M.; Javidnia, H. (2022) Skin Disease Analysis With Limited Data in Particular Rosacea: A Review and Recommended Framework. [Link] [DOI]
    Certain data included herein are derived from the ? Web of Science (2024) of Clarivate. All rights reserved.

    Research Interests

    • Modelling and Simulation of Complex Systems
    • Behavioural Analytics
    • Computational Finance
    • High Performance Computing
    • Pedestrian/Traffic Modelling
    • Drug Dissolution Modelling

    Research Projects

    Title Role Description Start date End date
    Stochastic Computational Modelling of Complex Drug Delivery Systems 01/01/2010 01/01/2013
    H2020 Travel Support for Marija Bezbradica DCU PI 26/09/2016 30/11/2016
    PERFORM - Digital Retail Training Network WorkPackage Leader 01/09/2018 01/09/2021
    Adapt FinTech Fusion Adapt Funded Investigator 01/09/2018 01/09/2022

    Current Postgraduate Students

    Student Name Degree Supervision
    Kudriavtsev ,Mikhail PhD Supervisor
    Nguyen-Pham ,Ngoc-An PhD Supervisor
    Kim ,Minkun PhD Supervisor
    Bulani ,Vivek Manmohan PhD-track Supervisor
    Zhao ,Huali PhD Supervisor
    Finnegan ,Ciara PhD-track Supervisor
    Pham ,Minh-Khoi PhD-track Supervisor
    Kesavulu ,Manoj PhD Supervisor
    Da Rocha Cirqueira ,Douglas PhD Supervisor

    Teaching Interests

    • Statistical Data Analytics
    • Machine Learning
    • Parallel Computing
    • High-performance Computing
    • Quantitative Analysis for Business Decisions
    • Operating Systems
    • Probability and Statistics with R

    Modules Coordinated

    Term Title Subject
    2024/25 Statistical Data Analysis csc1140
    2024/25 Building Complex Computational Models csc1111
    2024/25 Data Science Final Year Project csc1108
    2024/25 Introduction to Machine Learning csc1128
    2023/24 Communication Skills CA360
    2023/24 Mathematical Methods/Computational Science csc1139
    2022 Programming Fundamentals (Project) CA377