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

-, 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.

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.

Andrew Thomas, Anif Zarus (2025) Multi-Phase Seizure Classification Using 2D Spectrograms and Convolutional Neural Networks. 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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

Gharpure, Tushar Rajesh (2025) Real-Time Detection of IoT Cyber Threats using Advanced Deep Learning Methods. 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.

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.

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.

Kalungepatil, Sakshi Kacheshwar (2025) Customer Churn Prediction using RAG-Based Sentiment Analysis with LLMs and CatBoost. 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.

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.

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.

Kudupudi, Lakshmi Priya (2025) Leveraging Retail Retention Strategies Using AI-Driven Predictive Customer Insights. 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.

Malik, Ibrahim (2025) Enhancing Leukemia Diagnosis with Synthetic Data and Explainable Deep Learning Architectures. 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.

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.

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.

Notani, Mohit (2025) LLM-Powered Sentiment Analysis for Stock Price Prediction. 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.

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, Siddhesh Sunil (2025) Optimizing Footwear Recommendations using CNN-Based Visual Similarity and Health-Fit Filtering. 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.

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.

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.

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.

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.

Ramapatnam, Bharathi (2025) Voice to Value: Multimodal Emotion Analysis for Smarter Customer Interactions. 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.

Riera, Brian (2025) Spotting the Synthetic: Vision Transformers vs Diffusion-Based Image Generation. 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.

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.

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.

Shetye, Shashank Rahul (2025) Optimizing Energy Price Forecasting with Hybrid Deep Learning. 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.

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.

Unnava, Sai Priya (2025) NT-MAMBA- Network Traffic Anomaly Detection. 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.

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.

Voladri, Prashanth Reddy (2025) Vision-Language Models for Underwater Plastic Detection with Parameter-Efficient Fine-Tuning. 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.

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.