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Master's Projects from 2025

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SemanticGraphRec: Lightweight Hybrid Recommendations Powered by Semantic Item Representations and Graph Collaborative Filtering, Devi Surya Kumari Akula

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Landslide Prediction Using Time-Series Decomposition, Reinforcement Learning-based Feature Selection and ML Models, Mohith Sai Venkat Ankem

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Multilingual Sentiment Analysis Using Ensemble Learning, Farhan Ansari

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Enhancing Code Review Automation with Large Language Models using QLoRA Fine-Tuning and RAGs, Sumukh Naveen Aradhya

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On the Adversarial Robustness of Quantized Neural Networks Against Common Adversaries in Time-Series Forecasting, Maanak Arora

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PHISHING DETECTION USING CONTINUAL LEARNING AND LARGE LANGUAGE MODELS, Gopi Prajeev Battula

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LAYER-SPECIFIC PERTURBATIONS FOR GENERATING MORPHENCE STUDENTS IN TIME-SERIES MOVING TARGET DEFENSE, Abhishek Bhardwaj

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Multimodal Deception Detection via Audio-Text Fusion with Deep Learning and ASR, Sai Bhargav Vallabhaneni

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Real-time Adaptive Framework for Topic Modeling in Social Engineering Attacks, Manav Bhasin

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GeneGate: Genetic Gating in a Mixture-of-Experts for Real-Time Multi-Objective Traffic Signal Control, Rashmi Vishwanath Bhat

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Link Failure Localization in Hierarchical, Multidomain Optical Networks, Martin Mihailov Bojinov

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PREDICTENGINELIFE: RUL ESTIMATION OF C-MAPSS TURBOFAN ENGINE USING LLM4TS & LOW-RANK ADAPTATION, Aniruddha Prabhash Chakravarty

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Synthetic Malware Generation using Generative AI, Phanidhar Sai Sravan Chandana

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Large Language Model powered ETL Pipeline Development A Project Report, Aditya Chandras

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PhysioTrack: A Gamified Physiotherapy System, Pranavi Chaturvedula

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Large Language Models for Bacterial Genomic Analysis, Manvendra Chavan

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Linear Algebra Concepts Through Virtual Environment, Jonathan Chen

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Enhancing Recommender Systems Using Graph Neural Networks, Long Short-Term Memory and Textual Embeddings, Tianxiang Chen

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BlindDefender – An Educational Game for the Visually Impaired, Yan Chen

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Uncovering Xenoestrogenic Effects of BPA and 15 BPA Alternatives Through Transcriptomics, Aarohi Chopra, Wendy Lee, Philip Heller, and Navrati Saxena

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GaLoRA: A Lightweight Graph-Aware LLM Framework for Node Classification on Text-Attributed Graphs, Mayur Choudhary

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Reinforcement Learning-based End-to-End Monitoring Path Selection in Multi-domain Optical Networks, Soham Choudhury

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Selective Model Retraining for Malware Detection Using Drift Detection, Christofer Washington Berruz Chungata

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Statistical Relevance of SIRT6 Mutation in Pancreatic Cancer and Smoking, Hina Dawar

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Combining ESM models with Experimentally Derived Structural Stability to Identify Functional Missense Mutations, Rucha Deo

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Bot Detection in Social Media using GraphSage and BERT, Abhishek Deshmukh

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Moving Target Defense with Quantized Morphence: Defense Quantification Against Common Adversaries in Image and Time Series Problems, Rithika Dhamala

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Suicidal Ideation Detection on Reddit using LLM-Annotated Data and Graph Neural Networks, Ikbal Singh Gurdev Singh Dhanjal

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Traffic Forecasting with VSET-Nets: A VGAE Spatial Embedding for Temporal Networks Approach, Mrunmayee Dhapre

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Machine Learning based Network Traffic Classification with Cosine-Similarity based Out-Of-Distribution Detection, Prabhat Edupuganti

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Image-to-Text Transcription: Analyzing and Describing Visual Content, Zixiao Fan

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Improving Contextual Retrieval for Long Documents in Q & A systems, Sakshi Garg

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Faux Capabilities: A novel approach for code analysis, Tanay Godse

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Augmenting Missing Sensor Data for Robust Human Activity Recognition, Suryakangeyan kandasamy gowdaman

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Abstractions of the Game “SET”, Martin Grant

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Transcriptional Mechanism of Post Capillary Venule (PCVs) Identity in Peyer’s Patches, Ananya Gupta

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Modelling Cognitive Brain Processes, Adithya Harish Kumar

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Why We Need to Fill in Our Mixed-Use Communities’ Business Vacancies and How We Can Do That, Victor Huynh

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FRAMEWORK FOR IDENTITY PRIVACY THROUGH GENDER BASED SKELETONIZATION, Harrison Hwang

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Enhancing Communication Features In Yioop, Aditya Jagdishkumar Prajapati

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Malware Opcode Embedding and Quality Assessment of Generative Sample Embeddings, Atishay Jain

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SyntheticPop: An Investigation Into Poisoning Automated Speaker Verification Systems, Eshaq Jamdar

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Fair Influence Maximization with Reverse Influence Sampling Boosted Multi-Objective Genetic Algorithms, Akash Janardhan Srinivas

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RIFT - Reddit Information Falsity Tagger, Parth Joshi

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Optimizing Analytics Storage Strategies for Search Engines and Wiki Platforms, Sujith Kakarlapudi

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The Implementation of TransUNET Infrastructure for Gel Band Image Segmentation, Allen Kalampukattussery

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Malware Generation and Classification using PixelCNN, Mounika Krishna Teja Karumudi

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BlindFun: Transforming a Video Game to Become Blind Accessible, Kengo Kobayashi

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MediLightRAG: A System for Medical Query Response Using Fine-Tuned LLMs and Graph Based Retrieval, Rajiv Karthik Reddy Kodimala

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VisionMate: AI-Powered Image Captioning Web Application, Sai Anoushka Kokku

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MyCelia: Cross-chain Data Oracle using FROST signatures, Bala Komatireddy

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Detection and Mitigation for Poisoned Textual Datasets, Ajeet Kotturu

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Comparative Analysis of Embedding Techniques with Clustering Algorithms for Malware Opcodes, Ayush Koul

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Advanced Knowledge Extraction with Biomedical Data Using LLMs, Akshat Krishna

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Multi-Model Unit Test Generation Framework With Reinforcement Learning, Tasman Kuang

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Effects of Data Augmentation on Sponge Identification Using Computer Vision Models, George Ku

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Simple vs. Complex Human Activity Classification via Hybrid Machine Learning Models, Anusha Kukreja

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Application of Advanced Convolutional Neural Network with Robust Hashing on Obfuscated Image Based Malware Dataset, Sanket Shekhar Kulkarni

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AI-Powered User Activity Prediction and Contextual App Recommendation System, Naveen Kumar Potta

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EvoRGCN: Harnessing ESM-2 Evolutionary Embeddings with Relational GCNs for High-Fidelity Protein-Protein Interaction Prediction, Mohit Kunder

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Unconditional-to-conditional Transfer and Optimization for Web-based Skybox GAN, Crystal Kwong

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Diffusion Model On API Call Classification, Dan Le

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GraphHTAP-Bench - HTAP Benchmarking for Graph Databases, Phuoc Dai Le

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Evaluating Conditional Diffusion-Based Data Augmentation in InsightFace Based Facial Recognition Systems, Jason Li

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Two-Stage Emotion Detection from Multimodal Data, Xiangyi Li

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riboMoE: An Application of Mixture of Experts on Artificial Riboswitch Classification, Hainian Audrey Long

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On the Effectiveness of Large Language Models for Classifying Malicious URLs, Jhanvi Lotwala

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Transformer Integration, Fine-tuning and Zero-Shot Learning for State of Health Estimation in Li-ion Batteries using Large Language Models, CHINMAY NILESH MAHAGAONKAR

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Clustering Organ Cell Types, Venkata Satya Swathi Mattaparthi

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Gen Ai for Malicious Network Data, Aneesh Maturu

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Energy Considerations for Large Pre-trained Neural Networks, Leo Mei

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SECURED DATA STORAGE MANAGEMENT WITH DEDUPLICATION IN CLOUD COMPUTING AND LOCAL GPT INTEGRATION, Pavan Myana

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AI-Enabled Anticipatory Handover Predictions in 5G Networks, Ojas Ankush Naik

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An Evidence-Based Approach to Predicting Pancreatic Ductal Adenocarcinoma, Surya Teja Nalluri

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Identifying Red Sponges on ARMS Plates by Preprocessing Images using Histogram Equalization, Barry Ng

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Toward Strategy Identification and Subtask Decomposition In Task Exploration, Tom Odem

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Retrieval-Augmented Generation (RAG) Chatbots: A Comparative Study of Claude, GPT-4o, DeepSeek, and Llama, Kalindi Vijesh Parekh

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Detecting Malicious Encrypted Network Traffic Using Deep Learning and CNN-Based Feature Representations, Suyash Pasari

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Transformers in Time-Series Forecasting: Enhancing Robustness via Dynamic Attention Mechanisms, Kush Patel

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Enhancing Robustness of CNN Model for Malware Detection using GAN-Based Data Augmentation and Transfer Learning, Milind Anand Pathak

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HIERARCHICAL BLOOM FILTER TREE (HBFT): SCALABLE GEOSPATIAL METADATA INDEXING FOR BIGDATA SYSTEMS, Mrudula Patteparapu

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AI-Based Dynamic Spectrum Allocation Model for Wireless Network Management, Sai Sashank Peddibhotla

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Equity in Public Budgeting: Community Engagement in Morgan Hill, Ariana Perez

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Human vs. LLM: Interpreting Emotion from Neutral Faces in Contextually Charged Backgrounds, Sai Mounika Peteti

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RUL Estimation of N-CMAPSS Turbofan Engines using Deep Learning with Customized Penalty and Expanded Sensors, Prathmesh Pethkar

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Multimodal Feature Fusion and Machine Learning for ADHD Detection Using Neuroimaging Data, Isabel Pham

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AI Powered Legal Decision Support System, Alisha Rath

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Transforming Chatbot Text: A Sequence-to-Sequence Approach to Human-Like Text Generation, Natesh Reddy

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A Hierarchical Two-Stage Adversarial Training Framework for Defending LLMs Against Jailbreak Attacks, Revanth Reddy Shada

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Collaborative Governance in Practice: Evaluating Intergovernmental Relations through the Santa Clara County Healthy Cities Initiative, Astrid J. Robles

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Enhancing LLM’s Mathematical and Theorem Proving Abilities, Naga Rohan Kumar Bayya

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AUTOMATED CORAL DETECTION USING MASK R-CNN FOR RESTORATION MONITORING AT THE FLORIDA AQUARIUM, Sadaf Sadre Arhami

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PERFORMANCE COMPARISON OF MACHINE LEARNING ACROSS METAL, CUDA, AND NEUROMORPHIC FRAMEWORKS, Ryan Saini

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Epigenetic Insights into TDP-43: Uncovering Mechanisms Behind Resilience to Alzheimer's Diagnosis Regardless of Aβ and Tau buildup, Fatema Salameh

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Optimization of Permutation Flowshop Scheduling Using an Island Genetic Algorithm for Makespan Minimization, Sahil Salim

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RAG ENHANCED LLM-BASED ASSISTANT FOR ACADEMIC SUPPORT IN PROGRAMMING, Devam Sanjay Sheth

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Improving Gemini’s Ability to Generate Mermaid Code, Pawan Sarma

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TraceAI: Intelligent Distributed Tracing Using Large Language Models, Mihir Dhirajlal Satra

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Dynamic Pricing for Revenue Maximization in 5G Networks with Elastic Network Slicing and Reinforcement Learning, Naisheel Shah

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Semantic and Structural Fusion for Code Smell Detection Using CodeBERT and Random Forest, Sohail Shaik