Items where Division is "Master of Science in Data Analytics" and Year is 2025

-, Athul Ajayghosh (2025) Critical Study of Machine Learning Models for Retail Sales Prediction. Masters thesis, Dublin, National College of Ireland.

-, Joseph Jacob Anjilimoottil (2025) From Binary to Multiclass: Adapting the IT Transformer for Fine-Grained Alzheimer’s Disease Stage Classification. Masters thesis, Dublin, National College of Ireland.

-, Sreenivas (2025) Sentiment Analysis of Noisy Student Feedback using SVM and BERT with Explainable AI. Masters thesis, Dublin, National College of Ireland.

Acharekar, Ojas Shivadatta (2025) Sentiment-Driven Credit Risk Analysis: Hybrid Framework with Country-Level Fusion and Explainable AI. Masters thesis, Dublin, National College of Ireland.

Addanki, Mahesh Kumar (2025) Multi-LLM Ensemble Architecture For Cross-Modal Document Understanding. Masters thesis, Dublin, National College of Ireland.

Ahire, Pranav Dinesh (2025) Real-Time AI-Powered Anomaly Detection in Financial Transactions Using Microsoft Fabric and Power BI. Masters thesis, Dublin, National College of Ireland.

Akuthota, Pramod (2025) Enhancing Water Quality Prediction Through Explainable Machine Learning. Masters thesis, Dublin, National College of Ireland.

Alappatt, Dona Joy (2025) Predictive ECG Monitoring with Machine Learning: Detecting Sudden Cardiac Arrest and Assessing Hospitalization Risk. Masters thesis, Dublin, National College of Ireland.

Alejo Cardenas, Hugo Francisco (2025) Prediction of delivery and pickup times and routes in urban areas using spatio-temporal neural networks and basic reinforcement learning. Masters thesis, Dublin, National College of Ireland.

Alleyne, Shamaie Maria (2025) A Comprehensive Deep Learning and Machine Learning Framework for Shoreline Prediction: Enhancing Accuracy and Interpretability for Dublin Bay, Ireland. Masters thesis, Dublin, National College of Ireland.

Ambika Reghunatha Kurup, Unnikrishnakurup (2025) Multi-Level Attention Graph Network of improved Depression Type Detection. Masters thesis, Dublin, National College of Ireland.

Andrew Thomas, Anif Zarus (2025) Multi-Phase Seizure Classification Using 2D Spectrograms and Convolutional Neural Networks. Masters thesis, Dublin, National College of Ireland.

Annamalai, Shakti Siva Raman (2025) Early Student Dropout Prediction in Online Learning Using Explainable Machine Learning and Deep Learning Models. Masters thesis, Dublin, National College of Ireland.

Arshanapalli, Dikshitha (2025) Advancing Multi-Class Diabetes Risk Prediction using Machine Learning, Deep Learning, and Explainable AI: A Data Analytics Approach to Imbalanced Public Health Survey Data. Masters thesis, Dublin, National College of Ireland.

Athanti Gurunathan, Susanth Kumar (2025) Brain Tumour Prediction Using CNN Algorithm. Masters thesis, Dublin, National College of Ireland.

Babu Manuel, Alan (2025) Beyond Star Ratings: Comparison of Sentiment‑Driven Deep Learning Models for Play-Store Game Recommendations. Masters thesis, Dublin, National College of Ireland.

Bachupalli Kollan, Harshitha Reddy (2025) Early Warning System for Distributed File System Failures Using Temporal Log Analysis. Masters thesis, Dublin, National College of Ireland.

Bade, Sai Kalyan (2025) Detection of AI-Generated Fake Reviews: A Comparative Analysis of Transformer and Recurrent Architectures Across Language Model Generations. Masters thesis, Dublin, National College of Ireland.

Bagam, Ajay Kumar (2025) EFT-SA-Net: An Attention-Enhanced EfficientNetB6 Framework for Accurate and Explainable Brain Tumour Classification from MRI Scans. Masters thesis, Dublin, National College of Ireland.

Baghel, Pintoo Ramkis (2025) Hybrid Predictive Modelling for Cargo Traffic Forecasting at Major and Non-Major Ports. Masters thesis, Dublin, National College of Ireland.

Bahadkar, Siddhant Sanjay (2025) A Deep Learning Approach for American Sign Language Alphabet Recognition. Masters thesis, Dublin, National College of Ireland.

Bajaj, Sanidhya (2025) When Simpler Models Outperform Hybrid Ensemble: Re-evaluating Hybrid Ensembles for Financial Fraud Detection. Masters thesis, Dublin, National College of Ireland.

Bangari, Ashutosh (2025) Deep Learning-Based Approaches for Detecting AI-Generated Fake Reviews in Online Platforms. Masters thesis, Dublin, National College of Ireland.

Batir, Serap (2025) Smart Meter Electricity Theft Detection Using Machine and Deep Learning Approaches. Masters thesis, Dublin, National College of Ireland.

Benitez Martinez, Carlos Manuel (2025) Leveraging Deep Learning for Pedestrian and Cycle Flow Prediction in Urban Environments. Masters thesis, Dublin, National College of Ireland.

Benzon, Donnal (2025) Integrating Data Mining, Statistics, and Machine Learning for Enhanced Credit Risk Scoring. Masters thesis, Dublin, National College of Ireland.

Bernal Gomez, Valentina (2025) Enhancing Dublin’s Bike-Sharing Network: Leveraging Deep Learning for Growth and Efficiency. Masters thesis, Dublin, National College of Ireland.

Bhalilkar, Atharva Sanjay (2025) Interpretable Multi-Label Rule Extraction from Financial Regulatory Texts Using Transformer Models: A Comparative Study on EURLEX. Masters thesis, Dublin, National College of Ireland.

Bhambid, Sidhesh Sakharam (2025) Optimising Supply Chain Logistics with Predictive Analytics. Masters thesis, Dublin, National College of Ireland.

Bhanarkar, Tejas (2025) Multi-Agent Based Distributed Malware Detection Using Static Analysis and Machine Learning. Masters thesis, Dublin, National College of Ireland.

Bhatnagar, Shivansh (2025) Unveiling Regional Sentiment Shifts: Deep Learning and Explainable NLP in Reddit Mental Health Posts (UK and Ireland). Masters thesis, Dublin, National College of Ireland.

Bhattacharya, Jinia (2025) Dating Application Fraud Profile Detection and Analysis using Data Mining. Masters thesis, Dublin, National College of Ireland.

Bhonde, Dnyanesh Mohan (2025) Hunger Hotspots Prediction: Evaluating the Effectiveness of Data-Driven Prediction for Early Crisis Identification. Masters thesis, Dublin, National College of Ireland.

Bhukya, Balram (2025) Multi-Sensor Fusion-Based Anomaly Detection in Simulated CAV Environments using a D-CNN-LSTM Autoencoder. Masters thesis, Dublin, National College of Ireland.

Biju, Alfin (2025) Air Quality Forecasting Using Transformer and LSTM Models: A Comparative Study on Single-City Data. Masters thesis, Dublin, National College of Ireland.

Birje, Sonali Anil (2025) Comparative Evaluation of RNN Architectures and Embedding Strategies for Multi-Label Disease Classification from Clinical Narratives. Masters thesis, Dublin, National College of Ireland.

Chandrashekaraiah, Jaswanth (2025) Al-Powered Crime Hotspot Detection in Los Angeles Using CNN-LSTM and Geospatial Analysis. Masters thesis, Dublin, National College of Ireland.

Chandravathi, Vineeth Kumar Reddy (2025) Enhancing Ethereum Fraud Detection Accuracy with Sparse-Attention-Based Model. Masters thesis, Dublin, National College of Ireland.

Chettri, Aryaman (2025) Game Sentiment Prediction Using Deep Learning Regression. Masters thesis, Dublin, National College of Ireland.

Chilwal, Narendra Singh (2025) Adversarial Graph Neural Networks for Fair Insurance Pricing: An Integrative Framework with a Synthetic Benchmark. Masters thesis, Dublin, National College of Ireland.

Chinthulla, Anish (2025) Deep Learning-Based Detection of Shoplifting Behavior: using 3DCNN and LRCN. Masters thesis, Dublin, National College of Ireland.

Chollety, Manoj Kumar (2025) Optimizing Machine Learning Models for Real-Time Detection of Fake Product Reviews on E-commerce. Masters thesis, Dublin, National College of Ireland.

Choudhary, Nilesh Kesharam (2025) Mitigating Gender Bias in Credit Scoring using Fair Machine Learning Techniques. Masters thesis, Dublin, National College of Ireland.

Chourasia, Kshiteej (2025) Contextual Perishable Retail Demand Forecasting and Inventory Optimization: Benchmarking Hybrid CNN-GRU Against LSTM and ARIMA Models. Masters thesis, Dublin, National College of Ireland.

Christopher, Jeni Keziah Alfrida (2025) FusionGuard: Integrating LSTM-GRU with Temporal Anomaly Detection for Robust Supply Chain Fraud Identification. Masters thesis, Dublin, National College of Ireland.

Correia, Simi Silvester (2025) Localized Deepfake Detection: Enhancing Authenticity Verification in Irish Media. Masters thesis, Dublin, National College of Ireland.

Dalvi, Shubham Prabhakar (2025) Large Language Model Driven User Cold Start Recommendations. Masters thesis, Dublin, National College of Ireland.

Danda, Nihal Raj Reddy (2025) Accurate and Efficient Short-Term Solar Power Forecasting Across Climatic Regions. Masters thesis, Dublin, National College of Ireland.

Daniel, Jennifer (2025) Audio Deepfake Detection With hybrid CNN and ViT. Masters thesis, Dublin, National College of Ireland.

Das, Semanta (2025) Word-Based American Sign Language Recognition Using 2D CNN with Temporal Shift Module and Attention. Masters thesis, Dublin, National College of Ireland.

De Araújo Faria, Anny Caroline (2025) Predicting Optical Property in One-Dimensional Axionic Photonic Crystals by Deep Learning Approach. Masters thesis, Dublin, National College of Ireland.

Devlekar, Om Sandeep (2025) AI-Powered Anomaly Detection for Fraudulent Credit Card Transactions. Masters thesis, Dublin, National College of Ireland.

Diang'a, Lathifa Jaffer (2025) AI-based Solar Panel Fault Prediction and Anomaly Detection in Ireland. Masters thesis, Dublin, National College of Ireland.

Diwane, Indrajeet Dilip (2025) Empirical Evaluation of an Integrated Forecast to Inventory Planning Tool for Retail Service Levels and Inventory Efficiency. Masters thesis, Dublin, National College of Ireland.

Doddivenuka, Sai Kiran Goud (2025) Evaluating the Influence of Climate on Water Quality Using Machine Learning Models. Masters thesis, Dublin, National College of Ireland.

Dyeris, Elijah (2025) A Comparative Analysis of Traditional Rogue AP and Multi-Channel CSA-Spoofing Establishment Against WPA3 Protections in a Simulated Environment. Masters thesis, Dublin, National College of Ireland.

Eddula, Aman (2025) Detecting and Mitigating Opinion Polarization in Online Review Systems: A Multi-Modal Framework Using Graph Neural Networks and Temporal Analysis. Masters thesis, Dublin, National College of Ireland.

Egbulam, Henry Ugochukwu (2025) IoT Sensor Data vs. Open Data Platforms: A Study on Weather Nowcasting Accuracy. Masters thesis, Dublin, National College of Ireland.

Elgamoni, Harishwar Yadav (2025) Attention-Aware Deep Learning Framework for Smart Home Energy Forecasting. Masters thesis, Dublin, National College of Ireland.

Estrada Ventura, Vladimir (2025) F'ailteFinder: Recommender System implementing NLP and KNN for the Irish tourist domain. Masters thesis, Dublin, National College of Ireland.

Frey Pereira, Valesca (2025) Classifying Autism Spectrum Disorder via Brain Connectivity and Graph Neural Networks. Masters thesis, Dublin, National College of Ireland.

Gadikota, Vaishnavi (2025) Application of natural language processing for fake job posting detection. Masters thesis, Dublin, National College of Ireland.

Gajardo Montecino, Cristian (2025) Evaluating The Predictive Performance Of LSTM Models On Chilean Pension Funds: A Comparative Study Using The S&P 500 Index. Masters thesis, Dublin, National College of Ireland.

Gandham, Praneeth (2025) Aspect-Based Sentiment Analysis (ABSA) for Brand Monitoring: Handling Informal Language in App Review Data. Masters thesis, Dublin, National College of Ireland.

Garcia Roman, Diana (2025) Forecasting IHD Mortality: A Comparative Analysis of European Drivers. Masters thesis, Dublin, National College of Ireland.

Garud, Ankita Dattatray (2025) Comparative Analysis of User-Generated Video and Text Reviews of Healthcare Products Using Multimodal NLP. Masters thesis, Dublin, National College of Ireland.

Gawtham, Pathmanathan (2025) HS Code classification using Agentic AI for goods import and export. Masters thesis, Dublin, National College of Ireland.

Gharpure, Tushar Rajesh (2025) Real-Time Detection of IoT Cyber Threats using Advanced Deep Learning Methods. Masters thesis, Dublin, National College of Ireland.

Guggilam, Sai Rahul (2025) Hybrid Graph-Ensemble Framework for E-Commerce Fraud Detection. Masters thesis, Dublin, National College of Ireland.

Gurrala, Ajay (2025) Fine tuning GPT- 3.5 for hate speech detection with continuous severity scoring. Masters thesis, Dublin, National College of Ireland.

Haque, Jareen Sayma (2025) Using Deep Learning and Transformer Models to Identify Inconsistencies between Interview Responses and Resume Claims. Masters thesis, Dublin, National College of Ireland.

Hardal, Yunus Emre (2025) Earthquake Occurrence Prediction in Türkiye Using Machine Learning Models: A Rare-Event Classification Approach. Masters thesis, Dublin, National College of Ireland.

Iftikhar, Adnan (2025) Adaptive Safety Moderation for Large Language Models: A Context-Aware Approach to Mitigating Adversarial Prompts. Masters thesis, Dublin, National College of Ireland.

Jadhav, Gayatri Mahesh (2025) NLP and Machine Learning Framework for Reducing False Positive in Watchlist Name Screening in AML Systems. Masters thesis, Dublin, National College of Ireland.

Jaidi, Charan Reddy (2025) Exploring Fairness and Bias Mitigation in Large Language Models. Masters thesis, Dublin, National College of Ireland.

Jaymon, Joshua (2025) Virtual Coach: Personalized Training Recommendations for Football Players Using Machine Learning and enhance the players performance. Masters thesis, Dublin, National College of Ireland.

John Peter, Trinita (2025) Optimizing Risk Stratification and Premium Allocation for Health Insurance Companies via Supervised Ensemble Learning. Masters thesis, Dublin, National College of Ireland.

Jose, Teny (2025) An Ensemble Deep Learning Approach for Breast Cancer Classification Using Vision Transformers and CNNs. Masters thesis, Dublin, National College of Ireland.

Joseph, Alan (2025) PulseGuard: A Two-Stage Explainable Machine Learning Framework for Heart Disease Detection and Severity Prediction. Masters thesis, Dublin, National College of Ireland.

Kalungepatil, Sakshi Kacheshwar (2025) Customer Churn Prediction using RAG-Based Sentiment Analysis with LLMs and CatBoost. Masters thesis, Dublin, National College of Ireland.

Kancharla, Deepika (2025) Evaluating the Long-Term Impact and Predictive Analytics of COVID-19 Booster Vaccination Uptake. Masters thesis, Dublin, National College of Ireland.

Kankanampati, Venkata Padmavathi (2025) A Deep Learning-Based Approach for Detecting Cyberbullying in Low-Resource Environments. Masters thesis, Dublin, National College of Ireland.

Kassa, Vasanth Babu (2025) Exploring the Impact of Weather on Flight Delays. Masters thesis, Dublin, National College of Ireland.

Kataradahalli Sumanth, Sathwik (2025) Dynamic Pricing for Food Waste Reduction in Supermarkets Using Reinforcement Learning. Masters thesis, Dublin, National College of Ireland.

Kavadi, Krishnaseshu (2025) Cryptocurrency Price Prediction Using Temporal Decay Attention LSTM: A Novel Approach for Time-Series Forecasting. Masters thesis, Dublin, National College of Ireland.

Khalid, Muhammad Adnan (2025) Real-Time Public Transport by WebSocket: A Hybrid Architecture for Efficient Data Delivery. Masters thesis, Dublin, National College of Ireland.

Khan, Muhammad Hunzla Naqi (2025) A Comparative Study of Machine Learning Algorithms for Classifying Real and Fake COVID-19 Tweets. Masters thesis, Dublin, National College of Ireland.

Khan, Muhammad Osama Hassan (2025) A Hybrid Graph Neural Network and XGBoost Model for Telecom Customer Churn Prediction and Feature Attribution. Masters thesis, Dublin, National College of Ireland.

Khurana, Priya Sethi (2025) A Lightweight Semantic Patent Search System for the Electric Vehicle Domain. Masters thesis, Dublin, National College of Ireland.

Kizhakechethipuza, Mary Ann Antony (2025) Evaluation of Sustainable Development Business Strategies of Higher Education Institutions using Data Mining and Machine Learning Techniques. Masters thesis, Dublin, National College of Ireland.

Koguri, Rahul (2025) Comparative Analysis of Attention – Based and Convolution YOLO Architecture for Small Object Detection in Medical Imaging. Masters thesis, Dublin, National College of Ireland.

Koritala, Anusha (2025) Efficient Cyberbullying Detection on Social Media Using Lightweight Transformer and BiLSTM Hybrid Architecture. Masters thesis, Dublin, National College of Ireland.

Kota, Karthik (2025) Hybrid Spatio-temporal GraphWaveNet for Real-Time Traffic Forecasting on Dynamic Graphs. Masters thesis, Dublin, National College of Ireland.

Krishnakumari, Ashwin Jayakumar (2025) Reasoning-Enhanced Contrastive Learning for Detecting Hate Speech in LLM-Generated Content: A ModernBERT-Based Approach with Chain-of-Thought Supervision. Masters thesis, Dublin, National College of Ireland.

Kudupudi, Lakshmi Priya (2025) Leveraging Retail Retention Strategies Using AI-Driven Predictive Customer Insights. Masters thesis, Dublin, National College of Ireland.

Kukkala, Muralidhar (2025) Symptom-Treatment Knowledge Graphs for Contagious and Chronic Disease Profiling. Masters thesis, Dublin, National College of Ireland.

Kumar, Shiyamal (2025) Enhancing Forest Fire Severity Prediction Using Machine Learning: Evaluation of Linear Regression, Random Forest, and Gradient Boosting Models. Masters thesis, Dublin, National College of Ireland.

Kumari, Shilpa (2025) Hybrid Federated Learning Aggregation Methods for Non-IID Time Series Energy Demand Forecasting Using Gated Recurrent Unit (GRU) Neural Networks. Masters thesis, Dublin, National College of Ireland.

Kumthekar, Hrushikesh Nitin (2025) Hybrid Audio Event Recognition Using CNN and Transfer Learning: Comparative Study on Custom and Google Speech Commands Datasets. Masters thesis, Dublin, National College of Ireland.

Kurugundra, Vasudha (2025) Enhancing Financial Synthetic Data Generation Through Local Historical Pattern Retrieval. Masters thesis, Dublin, National College of Ireland.

Kyaw Shwe, Zuu Zuu (2025) Evaluating the Effects of L1 and L2 Regularisation Placement in GAN Architectures. Masters thesis, Dublin, National College of Ireland.

Lagadapati, Prahaladh (2025) Analyzing Machine Learning Model Synergies for Next- Generation IoT Malware Detection: A BERT and GPT Integration Approach. Masters thesis, Dublin, National College of Ireland.

Lakshmikanthaiah, Sahana (2025) Intrusion-and-Impact: Forecasting UAV Communication Attacks and their short-horizon operation degradation. Masters thesis, Dublin, National College of Ireland.

Malik, Ibrahim (2025) Enhancing Leukemia Diagnosis with Synthetic Data and Explainable Deep Learning Architectures. Masters thesis, Dublin, National College of Ireland.

Mallidi, Revanth Reddy (2025) Crime Forecasting Using a Hybrid BiGRU–Transformer Neural Architecture: A Deep Learning Approach on Austin Crime Data. Masters thesis, Dublin, National College of Ireland.

Mallik, Roopak (2025) A Comparative Study of Reinforcement Learning Algorithms and Custom Technical Indicators for Short-Term Stock Trading. Masters thesis, Dublin, National College of Ireland.

Mangla, Karan Rakesh (2025) Loan Default Prediction Using Machine Learning: An Interpretable Economic Cycle-Aware Approach. Masters thesis, Dublin, National College of Ireland.

Manivannan, Lakshmi Meena (2025) Green AI: Quantifying the Carbon Footprint of Machine Learning Models Through Multi-Model Energy Benchmarking and Emissions Analysis. Masters thesis, Dublin, National College of Ireland.

Maniyan, Kaviya (2025) AI-Driven Automated Cyber Risk Assessment Pipeline for GRC Intelligence – A Tripartite Framework. Masters thesis, Dublin, National College of Ireland.

Maradani, Kumar (2025) AI-Powered Demand Forecasting for Sustainable Supply Chains. Masters thesis, Dublin, National College of Ireland.

Masireddy, Srihitha (2025) Enhancing Phishing Email Detection through Multi Modal Deep Learning. Masters thesis, Dublin, National College of Ireland.

Mathew, Alina (2025) A Multi-Year Machine Learning Analysis of Developer Experience: Influencing Factors, Prediction, and Profile Discovery. Masters thesis, Dublin, National College of Ireland.

Matta, Tejaswini (2025) A Sparse-Attention Framework for High-Dimensional Environmental Cost Prediction. Masters thesis, Dublin, National College of Ireland.

Methanath, Renjitha (2025) Leveraging BERT-GRU for Sentiment-Driven Demand Forecasting & Product Insight in E-Commerce. Masters thesis, Dublin, National College of Ireland.

Mettu, Keerthana Reddy (2025) Car Condition Detection using CNN Algorithm. Masters thesis, Dublin, National College of Ireland.

Meyler, Mark (2025) Identifying Theft Hotspots: A Machine Learning Approach to Aggregated Data Analysis. Masters thesis, Dublin, National College of Ireland.

Mihaylova, Boryana (2025) Exploring the impact of customer demographics and coupon redemption on the accuracy of XGBoost demand forecasting model. Masters thesis, Dublin, National College of Ireland.

Mishra, Rishabh (2025) Deep Learning-Based PM2.5 Air Quality Prediction: A Comparative Analysis of LSTM, CNN-LSTM, and Hybrid BiLSTM-CNN Architectures Across Different Pollution Regimes. Masters thesis, Dublin, National College of Ireland.

Modem, Venkata Krishna Reddy (2025) Enhancing Crop Irrigation Prediction with Transformers Model in Smart Agriculture. Masters thesis, Dublin, National College of Ireland.

Mohammad, Fardeen (2025) Attention-based Deep Learning Prediction of Silica Concentrate for Quality Optimization in Mineral Processing. Masters thesis, Dublin, National College of Ireland.

Mohanakshan Geetha, Harigovindan (2025) EU External Trade Patterns and Financial Indicators Across Key Global Regions. Masters thesis, Dublin, National College of Ireland.

Moorthy, Geerthana (2025) Analyzing Gender Disparities in Corporate Leadership Using Machine Learning Techniques on Global Board Member Data. Masters thesis, Dublin, National College of Ireland.

Muppa, Ravi Kishore (2025) Comparative Analysis of AI Reasoning Architectures in Chess: O1 vs R1 Performance Evaluation. Masters thesis, Dublin, National College of Ireland.

Muradnar, Rohan Balasaheb (2025) Bone Age Estimation Using X-ray Images with Gender-Aware Preprocessing. Masters thesis, Dublin, National College of Ireland.

Murali, Sripriya Kumari (2025) A Comparative Study Of Custom CNN And MobileNetv2 For Binary Waste Classification Using Deep Learning. Masters thesis, Dublin, National College of Ireland.

Musunuru, Lokesh (2025) A Transformer-Driven Framework for Accurate CO₂ Emission Modelling and Forecasting. Masters thesis, Dublin, National College of Ireland.

Nadar, Binu Jemima Christopher (2025) Can We Predict Statistical Capacity? A Study on Predicting Statistical Performance Indicators. Masters thesis, Dublin, National College of Ireland.

Naik, Karthik Shankar (2025) Attention-Augmented LSTM Autoencoders for Improved Anomaly Detection in Time-Series Data. Masters thesis, Dublin, National College of Ireland.

Naik, Malav Hiteshbhai (2025) Enhanced Personalized Learning Experiences by Leveraging Knowledge Graphs and Prompt Engineering. Masters thesis, Dublin, National College of Ireland.

Nallagatla, Venkata Rakesh Chowdary (2025) Enhancing Predictive Accuracy and Fairness in Healthcare Through Advanced Data Analysis. Masters thesis, Dublin, National College of Ireland.

Nallajonnala, Ramanaidu (2025) AI-Enhanced Mental Health Risk Analysis Using Social Media Data. Masters thesis, Dublin, National College of Ireland.

Nantale, Shamsa Halima Kasozi (2025) The Hidden Cost of Real-Time: Quantifying Performance and Economic Trade-offs Between Streaming and Batch Machine Learning Across Domains. Masters thesis, Dublin, National College of Ireland.

Nayak, Nishant (2025) Leveraging Heterogeneous GNNs for User Behaviour Analysis and Node Classification in Movie Recommender Systems. Masters thesis, Dublin, National College of Ireland.

Nishan, Ashay (2025) An Explainable and Optimised Framework for Brain Tumor Detection Using EfficientNet-B4 with attention. Masters thesis, Dublin, National College of Ireland.

Notani, Mohit (2025) LLM-Powered Sentiment Analysis for Stock Price Prediction. Masters thesis, Dublin, National College of Ireland.

Odendaal, Coenraad Lukas (2025) Decision-Making Under Pressure: A Multi-Level Analysis of Tactical Adaptation and Passing Intelligence in Football. Masters thesis, Dublin, National College of Ireland.

Odiaka, Emmanuella Anita (2025) Enhancing Dublin Rental Price Prediction by Integrating Policy Insights via Large Language Models and Explainable AI. Masters thesis, Dublin, National College of Ireland.

Odufuwa, Moyosoreoluwa Monsurat Ayomide (2025) Promoting Financial Inclusion: Evaluating CTGAN-Based Synthetic Alternative Data for the Credit-Invisible. Masters thesis, Dublin, National College of Ireland.

Pakeer, Saikiran Reddy (2025) Enhancing Water Potability Prediction using Sparse Attention-Based Deep Learning Models. Masters thesis, Dublin, National College of Ireland.

Panangath Manoj, Manjima (2025) Evaluation Of Urban Noise Mitigation Measures Using Sonitus Sensor Data: A Case Study of Dublin. Masters thesis, Dublin, National College of Ireland.

Pandey, Aditya (2025) Understanding the Impact of Multimodal Models on Airbnb Pricing: Evaluating Explainability and Integration. Masters thesis, Dublin, National College of Ireland.

Park, Jisoo (2025) A Comparative Study of Generative Oversampling Methods for Imbalanced Fraud Classification. Masters thesis, Dublin, National College of Ireland.

Patil, Abhay Udaykumar (2025) Machine Learning Model System for Multi-Crop Recommendation using Integrated Soil and Weather Insights for Western Maharashtra Region. Masters thesis, Dublin, National College of Ireland.

Patil, Siddhesh Sunil (2025) Optimizing Footwear Recommendations using CNN-Based Visual Similarity and Health-Fit Filtering. Masters thesis, Dublin, National College of Ireland.

Paul, Aleena (2025) Early recognition of Sepsis based on explainable time-series deep learning and Machine Learning models on real ICU data. Masters thesis, Dublin, National College of Ireland.

Pawar, Swapnil Sanjeev (2025) Advanced Strategies for Enhancing Tesla Stock Price Prediction. Masters thesis, Dublin, National College of Ireland.

Pedapapu, Sairohith (2025) Robust Sentiment Analysis with Minimal Preprocessing: An Adversarial-Contrastive Approach. Masters thesis, Dublin, National College of Ireland.

Pereira, Cedric John Savio (2025) Evaluating Large Language Models for Sustainability-Aware Code Selection Using Pairwise Efficiency Comparison. Masters thesis, Dublin, National College of Ireland.

Phyo, Zin Win (2025) Enhancing Remaining Useful Life (RUL) Prediction through CNN-Based Fusion Architectures. Masters thesis, Dublin, National College of Ireland.

Pimpale, Rohit Rajendra (2025) Deep Learning Approaches for Age, Gender, and Ethnicity Prediction from Facial Images. Masters thesis, Dublin, National College of Ireland.

Pina, Rebecca Santana De (2025) Smart Hydration Planning Based on Workout and Weather Data. Masters thesis, Dublin, National College of Ireland.

Pippalla, Srinadh (2025) Multilingual Fake News Detection Using Hybrid Model for Enhanced Computational Efficiency and Performance in Low-Resource Languages. Masters thesis, Dublin, National College of Ireland.

Ponduru, Hemanth (2025) Lightweight Deep Learning Approaches for Efficient Detection of Cyber-Attack Text. Masters thesis, Dublin, National College of Ireland.

Puppala, Sai Kumar (2025) AI-Driven Agricultural Yield Optimization: Intergrating Synthetic Data and Multi-Crop Rotation Analysis for Enhanced Prediction Accuracy. Masters thesis, Dublin, National College of Ireland.

Pusadkar, Prajwal Suhas (2025) Fair and Interpretable Credit Risk Modelling with Multi-Agent Architecture and SHAP. Masters thesis, Dublin, National College of Ireland.

Quarni, Muhammad Awais (2025) Evaluating Contrastive Learning Approaches for Robust P300 Detection in Noisy EEG Environments. Masters thesis, Dublin, National College of Ireland.

Rajendran, Anantha Padmanabha (2025) Leveraging Data Analytics to enhance Cybersecurity Threat Detection. Masters thesis, Dublin, National College of Ireland.

Rajput, Devendrakumar Pramod (2025) Automated Artwork Narrative Generation using Deep Learning. Masters thesis, Dublin, National College of Ireland.

Ramachandran, Hariramakrrishnan (2025) A Multi-Modal AI Framework for Emotion-Aware Music Recommendation and Mental Health Signal Detection through User Listening Behaviour. Masters thesis, Dublin, National College of Ireland.

Ramapatnam, Bharathi (2025) Voice to Value: Multimodal Emotion Analysis for Smarter Customer Interactions. Masters thesis, Dublin, National College of Ireland.

Ramesh, Khamalesh (2025) Predicting Aircraft Engine Failures Using Machine Learning: A Novel Approach on NASA Turbofan Engine Degradation Data. Masters thesis, Dublin, National College of Ireland.

Rane, Aniket Vivekanand (2025) Identification and Classification of Cancer from Images using CNN and Vision Transformers. Masters thesis, Dublin, National College of Ireland.

Rane, Nikhil Bhaskar (2025) Hybrid Recommender Systems in the Age of Adversarial Attacks: Assessing Vulnerabilities and Defenses. Masters thesis, Dublin, National College of Ireland.

Raparthi, Bharath (2025) Multi-Type Building Energy Consumption Prediction Using Machine Learning and IoT Sensor Data. Masters thesis, Dublin, National College of Ireland.

Reeja Santhosh Kumar, Krishna (2025) Modelling Crime Dynamics with a Spatio-Temporal CBAM Attention-Enhanced Deep Learning Model. Masters thesis, Dublin, National College of Ireland.

Riera, Brian (2025) Spotting the Synthetic: Vision Transformers vs Diffusion-Based Image Generation. Masters thesis, Dublin, National College of Ireland.

Riji Sudheer, Amritha (2025) Personalized Dynamic Marketing Optimization: Integrating Hybrid Recommender Systems, Machine Learning and LLM concepts for E-commerce. Masters thesis, Dublin, National College of Ireland.

Rikkula, Vishnu Vardhan Reddy (2025) Self-Supervised Learning for Class-Imbalanced Guava Disease Detection: A Contrastive Reconstruction Enhancement Approach. Masters thesis, Dublin, National College of Ireland.

Rodrigues, Jenat Jiffna (2025) Dynamic ABSA for E-commerce Customer Feedback Optimisation. Masters thesis, Dublin, National College of Ireland.

Rodrigues Da Silva Junior, Jair (2025) Evaluating the Generalisability of Deep Learning Models for Global Fertility Rate Forecasting: A Region-Aware Comparative Analysis. Masters thesis, Dublin, National College of Ireland.

Ryada, Mahesh (2025) Feature-Focused Defense: The Role of Attention Mechanisms in Enhancing Adversarial Attack Detection. Masters thesis, Dublin, National College of Ireland.

Sabu, Nobin (2025) An Optimised Deepfake Detection System Using Vision Transformers and FFT. Masters thesis, Dublin, National College of Ireland.

Sadda, Rama Subba Reddy (2025) Enhancing Cryptocurrency Fraud Detection: A Hybrid Model Combining Transformers and Graph Neural Networks. Masters thesis, Dublin, National College of Ireland.

Sahul Hameed, Sameer Ahamed (2025) Improving Crop Yield Forecasting with Hybrid CNN-GRU and ARIMA-GRU Models. Masters thesis, Dublin, National College of Ireland.

Saju, Jacob (2025) Multilingual Toxicity Detection with Enhanced Balancing and Contextual Learning. Masters thesis, Dublin, National College of Ireland.

Salge, Aryan Nagnath (2025) Federated Transfer Learning for Cross-Institution Fraud Detection in Finance. Masters thesis, Dublin, National College of Ireland.

Sankar Ganesh, Madhu Vanthi (2025) Enhancing Monocular Depth Estimation with Self-Supervised Learning and Transformer-Based Architectures. Masters thesis, Dublin, National College of Ireland.

Santhosh, Pooja (2025) CNN-Based Deep Learning Models for Automated Tuberculosis Detection from Chest X-rays. Masters thesis, Dublin, National College of Ireland.

Sardena, Rohith (2025) Leveraging Self-Attention in Transformer Models for Improved Retail Demand Forecasting. Masters thesis, Dublin, National College of Ireland.

Sargur Yathishkumar, Likhita (2025) Predicting Formula 1 Podium Finish Probabilities Using Machine Learning: A Comparative Study of Pre-Race and Within-Race Feature Scenarios. Masters thesis, Dublin, National College of Ireland.

Satam, Gaurav Sadanand (2025) Exploring User Creativity and Ethical Decision Making in Generative AI: A Transformer-Based Semantic and Network Analysis of Reddit Discussions on ChatGPT. Masters thesis, Dublin, National College of Ireland.

Satpute, Utkarsh Arun (2025) Comparing Statistical and Machine Learning Models for Forecasting Milk Consumption in Ireland. Masters thesis, Dublin, National College of Ireland.

Saudagar, Rishabh Deepak (2025) Enhancing CNN-LSTM Models for Financial Time-Series Forecasting through Hyperparameter Optimization and Regularization. Masters thesis, Dublin, National College of Ireland.

Savulla, Yogesh (2025) Deep Learning for Crowd Behavioral Analysis and Intelligent Management. Masters thesis, Dublin, National College of Ireland.

Sawant, Sanket Balasaheb (2025) Explainable Stacked Ensemble Learning for Accurate Wind Power Forecasting Using SCADA Time-Series Data. Masters thesis, Dublin, National College of Ireland.

Sawant Dessai, Vishal Vishvanath (2025) Toward Reliable Depression Detection in Negation-Heavy Twitter Corpora. Masters thesis, Dublin, National College of Ireland.

Sawji, Shreyas Mukund (2025) Hybrid SHAP-LRP for Adversarial Debugging in Vision Transformers: A Layer-Wise Explainability Approach. Masters thesis, Dublin, National College of Ireland.

Sen, Shivam (2025) AuraFlow: A Hybrid Artificial Intelligence System for Yoga Pose Correction Using Joint-Level Analysis and Generative Feedback. Masters thesis, Dublin, National College of Ireland.

Shahbaz, Muhammad Wasit (2025) Optimizing Airbnb Rental Prices: A Machine Learning Approach Using Listing Attributes, Review Ratings and Amenities. Masters thesis, Dublin, National College of Ireland.

Shahzad, Ahsan (2025) Predicting Customer Churn in e-Commerce using Machine Learning. Masters thesis, Dublin, National College of Ireland.

Shaik, Saleem Pasha (2025) Innovative Use of Behavioural Data and Explainable AI for Early Gambling Addiction Detection. Masters thesis, Dublin, National College of Ireland.

Sharma, Preeti (2025) Socio-Economic and Demographic determinants of Unmet Need for Family Planning Among Indian Women of Reproductive Age. Masters thesis, Dublin, National College of Ireland.

Sharma, Ridhi Vipin (2025) Detecting AI-Generated Text Using a Hybrid Deep Learning Framework for Authenticity Verification. Masters thesis, Dublin, National College of Ireland.

Shetye, Shashank Rahul (2025) Optimizing Energy Price Forecasting with Hybrid Deep Learning. Masters thesis, Dublin, National College of Ireland.

Shevantikar, Pradnesh Amar (2025) Predictive Maintenance for Industrial Water Treatment Systems Using Real-Time Sensor Data and Machine Learning. Masters thesis, Dublin, National College of Ireland.

Shinn, Kyaw May Pyone (2025) SME Sales Forecasting and Drift Detection Using Neural Networks and Public Macroeconomic Indicators. Masters thesis, Dublin, National College of Ireland.

Shirke, Megh Vijay (2025) Cricket Shot Prediction using Match Context Data by use of XGBoost Classifier. Masters thesis, Dublin, National College of Ireland.

Shrivas, Ayush Kumar (2025) Advancing Autonomous Driving: CNNs vs. Transformers for Semantic Image Segmentation. Masters thesis, Dublin, National College of Ireland.

Shukla, Swati (2025) Enhancing Airline Booking Prediction and Customer Sentiment Analysis Using Deep Learning and Multilingual Reviews. Masters thesis, Dublin, National College of Ireland.

Singh, Devanshu (2025) Pixels to Policy: A Multi-Modal AI Framework for Proactive, Sustainable Waste Management Across Urban & Rural Regions. Masters thesis, Dublin, National College of Ireland.

Sivadasan Achary, Saran Das (2025) Risk Adaptive Triple Stream Vision Transformer for Dermatological Triage. Masters thesis, Dublin, National College of Ireland.

Slattery, John (2025) What novel AI-driven approach can Dublin’s traffic systems adopt to integrate weather data and improve daily congestion prediction beyond existing studies? Masters thesis, Dublin, National College of Ireland.

Solaisamy Alagarsamy Nagarajan, Loheswari (2025) Hybrid Models for Forecasting Dublin Bus Delay due to Weather Conditions. Masters thesis, Dublin, National College of Ireland.

Sonawane, Kunal Ramesh (2025) Explaining Real-Time Phishing and Explainable AI: A Transformer-Based Approach. Masters thesis, Dublin, National College of Ireland.

Srinivasan, Ammaiappan (2025) A Comparative Study of Machine Learning and Lexicon-Based Methods for Sentiment Classification. Masters thesis, Dublin, National College of Ireland.

Sriraman, Ravi (2025) A Multi-Agentic AI System for Cricket Team Selection. Masters thesis, Dublin, National College of Ireland.

Stancill, Nicholas (2025) Predicting Competitive Dynamics in Formula 1: Modelling the Impact of FIA Aerodynamic Regulations Using Machine Learning and Simulation. Masters thesis, Dublin, National College of Ireland.

Sudharsan, Gowtham (2025) Investigating CNN-based YOLO model architectures to improve vehicle detection accuracy in intelligent transportation systems. Masters thesis, Dublin, National College of Ireland.

Sunny, Alex (2025) Towards Trustworthy Healthcare AI: Multi-Method Explainable AI for Transparent Adverse Drug Reaction Detection from Patient-Generated Text. Masters thesis, Dublin, National College of Ireland.

Sureshbabu, Raghul (2025) Critical Analysis of Machine Learning and Deep Learning Models for Predicting Medical Equipment Demand in Hospitals. Masters thesis, Dublin, National College of Ireland.

Swarna, Rajesh Chowdhary (2025) Integrated Multimodal AI Framework for Enhanced Misinformation Detection: Combining LSTM Text Classification, GPT-4o Vision Analysis, and Professional Fact-Checking. Masters thesis, Dublin, National College of Ireland.

Telu, Venkateshwar Rao (2025) Integrating SHAP and Attention Mechanisms for Transparent Deep Autoencoder Anomaly Detection. Masters thesis, Dublin, National College of Ireland.

Thangellapally, Akhilesh (2025) Efficient and Scalable Retail Demand Forecasting with Sparse Attention Mechanisms. Masters thesis, Dublin, National College of Ireland.

Thatipally, Arun Reddy (2025) MAMBA-CROSS: Bidirectional State Space Models with Channel-Temporal Attention for Remaining Useful Life Prediction. Masters thesis, Dublin, National College of Ireland.

Thomas, Jismol (2025) Multi-Source Deep Learning for TSO-Level Electricity Demand Forecasting. Masters thesis, Dublin, National College of Ireland.

Thoombayil Lalu, Gayathri (2025) Developing a symptom-based disease prediction system using Machine Learning and Explainable AI (XAI), with an AI agent for interactive diagnosis assistance. Masters thesis, Dublin, National College of Ireland.

Ullasa Kumar, Jennifer (2025) Hybrid Real-Time Fraud Detection in Finance. Masters thesis, Dublin, National College of Ireland.

Unnava, Sai Priya (2025) NT-MAMBA- Network Traffic Anomaly Detection. Masters thesis, Dublin, National College of Ireland.

Vakacharla, Leela Sri Venkata Sai Narayana (2025) Cluster-Based Customer Segmentation for Targeted Marketing in Retail Using Unsupervised Learning Algorithms. Masters thesis, Dublin, National College of Ireland.

Varghese, Jeson Varghese (2025) SimCLR vs. Supervised ResNet for Low-Label Image Classification with Data Augmentation. Masters thesis, Dublin, National College of Ireland.

Vavilala, Parashuram (2025) Improving Energy Forecasting and Anomaly Detection in Multivariate Environments. Masters thesis, Dublin, National College of Ireland.

Vemula, Shashidar (2025) Predicting Retail Supply Chain Disruptions Using Graph-Based Machine Learning Models. Masters thesis, Dublin, National College of Ireland.

Venkatapathy Balaji, Kanisha Pathy (2025) Algorithmic Fairness in AI Recruitment Systems: Detecting and Correcting Bias in Resume Screening. Masters thesis, Dublin, National College of Ireland.

Venkataraman, Aashritha (2025) Enhancing Financial Market Prediction through Structured Prompt Engineering: A Comparative Analysis of Zero-Shot, Few-Shot, and Chain-of-Thought Sentiment Analysis. Masters thesis, Dublin, National College of Ireland.

Venreddy, Ramakrishna Reddy (2025) MedReview: A Graph-Enhanced Framework for Comparing Domain-Specific and General Language Models in Consumer Drug Review Analysis. Masters thesis, Dublin, National College of Ireland.

Vijayan, Hariharan (2025) Integrating a hybrid model for a short term Mental Health prognosis. Masters thesis, Dublin, National College of Ireland.

Vijayaragavan, Aarthi (2025) A Deep Learning-Powered Tool for Early Detection of Student Depression with SHAP Interpretability. Masters thesis, Dublin, National College of Ireland.

Voladri, Prashanth Reddy (2025) Vision-Language Models for Underwater Plastic Detection with Parameter-Efficient Fine-Tuning. Masters thesis, Dublin, National College of Ireland.

Vunnam, Tejaswini Reddy (2025) Graph-Enhanced sentiment Analysis for Hotel Reviews using neural networks. Masters thesis, Dublin, National College of Ireland.

Wadkar, Srushti Shrikant (2025) Enhancing t-SNE with PCA Initialization and Hybrid Distance Metrics. Masters thesis, Dublin, National College of Ireland.

Waghela, Meet Anil (2025) Multimodal Depression Detection in Overseas Students Using Voice and Text Analytics: A Scalable Cloud-Based Machine Learning Approach. Masters thesis, Dublin, National College of Ireland.

Warik, Akshada Maneesh (2025) Proactive Injury Risk Assessment in High-Performance Athletics Using Multi-Modal Wearable Sensor Data: A Comparative Analysis of Ensemble Learning and Deep Temporal Architectures. Masters thesis, Dublin, National College of Ireland.

Yaligar, Shashidhar (2025) Browser-Native Machine Learning: WebAssembly and WebGPU-Accelerated Training for Classical Text Classification Models. Masters thesis, Dublin, National College of Ireland.

Yedla, Kranthi Kumar (2025) Integrating Autoencoders and GPU Acceleration for Proactive Anomaly Detection in ETL Workflows. Masters thesis, Dublin, National College of Ireland.

Yelala, Nithin Reddy (2025) Embedding Model Evaluation in Legal RAG Systems for Automobile Law Question Answering. Masters thesis, Dublin, National College of Ireland.

Yenugula, Anjali (2025) Transformer Based Modeling for Nutrient Content Prediction Using Ensemble Regression. Masters thesis, Dublin, National College of Ireland.

Yeruva, Venkata Krishna Reddy (2025) Optimizing Real-Time Data Analytics in Healthcare: A Predictive Model for Cardiovascular Disease Management. Masters thesis, Dublin, National College of Ireland.

Yovan, Annuncia Marena (2025) Predicting patients discharge and Optimizing hospital bed management using AI models. Masters thesis, Dublin, National College of Ireland.

Zhang, Yihui (2025) An Integrated Hedonic Pricing and Predictive Modelling Approach: Comparing ML and DL for Dublin’s Rental Market. Masters thesis, Dublin, National College of Ireland.