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Master's Projects from 2025

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Predicting Sleep Stages from Activity Patterns, Sandeep Shandilya Katna

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Proxy Cap - La Lua Protector, Swift Sheng

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DETECTING AI-GENERATED NEWS ARTICLES USING UNSUPERVISED MACHINE LEARNING ALGORITHMS, Lilou Sicard-Noel

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Comparative Analysis of Adversarial Permeability in CPU-native, QAT and ONNX-based Quantized Transformer Models, Fahad Siddiqui

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Homomorphically Encrypted Faceted Values, Tanmay Singal

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SMART: Semantic Mapping and Analysis for Regional Terrain Using Multi-Scale U-Net and TOPSIS, Rashmi Sonth

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DISEASE DIAGNOSIS USING RAG LLM WITH SMART PROMPT ENGINEERING, Qadeerullah Syed

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Assessing Pre-processing, Data Augmentation, and Traditional Edge Detection on Arabian Gulf Corals, Maya Talpai-Vasinthascha

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CCA Analysis using Computer Vision Techniques, Rahul Thakur

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AUTOMATED SPONGE SEGMENTATION WITH MASK R-CNN ON ARMS PLATE IMAGES FOR REEF MONITORING, Mrunali Abhijit Thokadiwala

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Adaptive Cobot Interaction via Smartwatch Data Fusion for Car Assembly Automation, Riddhik Tilawat

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Extraction of a Knowledge Graph of Biomedical Relationships, Brian Tran

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MAPLE: Malware Analysis through Projection of Low-dimensional Embeddings, Quang Duy Tran

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Characterizing Somatic Variants in Nanopore Data with Machine Learning, Shwethal Sayeeram Trikannad

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Coral Vision – Crustose Coralline Algae Detection with Computer Vision, Ryan Tseng

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Optimizing Integrated Access and Backhaul Topology using Monte Carlo Tree Search, Srimanth Reddy Ummenthala

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PhotoProof: A Mobile Application for Verifying the Authenticity of Images, Pruthviraj Urankar

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EduRAG: Improving AI Teaching Assistants with Retrieval-Augmented Generation, Geethika Vadlamudi

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Retrieval-Augmented Generation for Survival Analysis in Cancers: Methods and Evaluation on the Surveillance, Epidemiology, and End Results Database, Jyothi Vaidyanathan

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Nontraditional Students Enrolling in Online Education: Assessing Outcomes and Barriers to Success, Kua Vang

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Resume Bullet Point Enhancement Using Multi-Model Fine-Tuning: A Comparative Study, Gupta Vedant

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Mitigating Cold Start Problem through Metadata Integration and User Preference Analysis, Prabaljit Walia

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Social Engineering Scenario Generation for Awareness-Based Attack Resilience, Jade Webb

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Strengthening the Preservation Ecosystem for Below-market-rate Housing in Santa Cruz, Bennett Williamson

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Dual Stream Transformer based Architecture for Multimodal User Verification, Johny Xiongz

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Domain-Specific Graph RAG Pipelines: Optimized Approaches for Building Efficient Personal Knowledge Repositories, Omkar Yadav

Master's Projects from 2024

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A Two-stage Machine Learning Approach for Fake News Detection and News Article Categorization, Snegdha Adusumilli

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Gradual Typing for Information Flow Control in Typescript using ES Lint, Ashish Agarwal

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Gesture Recognition Dynamics: Unveiling Video Patterns with Deep Learning, Nithish Reddy Agumamidi

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Deciphering Speech through Vision: A Deep Learning Lip Reading System, Srujith Rao Ambati

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Frame Rate Enhancement using GANs: A Deep Learning Approach, Shanmukah Sri Harsha Anivilla

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Enhancing Environmental Health and Safety: Fine-Tuning Large Language Models for Domain-Specific Applications, Mohammad Adil Ansari

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Exploring Fluctuations in Working Memory Load through Pupillometry using Gabor Image Deletion Tasks, Neenu Antony

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NFT Price Prediction using Machine Learning, Akhil Patil Bagili

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Image Segmentation by Convolutional Neural Networks in Coral Resilience Research, Jennifer Benbow

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Optimization of Inter-Satellite Routing using LSTM-based Path Prediction Model, Yash Bhamare

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Robustness of Learning Models to Label Flipping Attacks, Sarvagya Bhargava

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AI-Driven Credit Card Fraud Detection with Enhanced User Interaction, Toshi Bhat

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Analysis and Application of Adaptive ML Algorithms for Malware Classification, Rashmi Boddukuri

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Response to Intervention: The Effect of Sensory Processing Tier 1 and Tier 2 Occupational Therapy Intervention, Workshops & Consultation on Kindergarten Students, Kieran Bolger, Cindy Zhang, Julia Dariychuk, Janine Yu, and Zuriel Chester

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SUBURBAN BAY AREA CITY APPROACHES TO DIVERSITY, EQUITY, AND INCLUSION (DEI), Arianna Bush

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Parallel Powerplay: Optimizing Performance with MapReduce and Kubernetes Fusion, Shradha Chaturvedi

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Enhancing Medical Chatbots with Image Diagnosis, Swatisri Chavali

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Optimizing Web Design Code Generation: A Comparative Study of Finetuning, Pretrained Models, and RAG (Retrieval Augmented Generation), Srinivas Rao Chavan

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How Are MCPs Doing on Achieving Assessed CalAIM Requirements? A Comparative Analysis of Selected Not-For-Profit, Publicly Governed Health Plans in California, Junell Chen

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Skin Cancer Detection using Reinforcement Learning, Vikas Chercadu

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Personalized Medical Predictions, Bhargavi Chevva

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LexiGen: Lexical-Driven Image Generation, Sangram Prashant Chincholkar

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Detecting Crustose Coralline Algae (CCA) in Marine Photos using Mask R-CNN, Vrushali Harshwardhan Deshpande

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HINDI IMAGE CAPTIONING USING INDICTRANS2 AND ENCODER-DECODER ARCHITECTURE, Anahita Vayalombrone Dinesh

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GENDER CLASSIFICATION THROUGH POSTURAL ANALYSIS: A COMPARATIVE STUDY OF 2D IMAGES AND 3D RECONSTRUCTIONS., Prathamesh Dixit

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Artifacts in Low-Pass Whole Genome Sequencing, Nguyen Mai Anh Do

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Assumptions, Resources, and Inputs to Case Management: Implications for California’s Regional Center System, Jonathan Flint

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Influence Maximization using Triadic Closures, Communities, and Quotas, Matthew Fu

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Wall-E: An Autonomous AI Rover for Precision Agriculture, Simar Ghumman

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Distinguishing Chatbot from Human, Gauri Anil Godghase

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UNVEILING GENDER BIAS: AN EYE-TRACKING ANALYSIS OF SCENE PERCEPTION, Naga Srija Gopisetty

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Instagram Data Analysis Using Machine Learning, Lakshmi Prasanna Gorrepati

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ML-Based User Identification Through Mouse Dynamics, Rakshit Gupta

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MULTI-PLATFORM CYBERBULLYING DETECTION USING NLP AND MACHINE LEARNING, Chinmayi Lokeshwar Hegde

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Whose Vote Is It Anyway? A Geospatial Analysis of the California Voter's Choice Act Ballot Drop Box Criteria in Santa Cruz County, Judith Heher

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INTEGRATING CHATGPT WITH A-FRAME FOR USER-DRIVEN 3D MODELING, Ivan Hernandez

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Ensemble Model with Meta-Learning for DDoS Attack Classification in SDN, Ankith Indrakumar

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Multirelational Twitter Bot Detection using Graph Neural Networks, Ketan Jadhav

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Personalizing Image Generation from Prompts Using Generative AI, Mit Ramesh Jain

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A Rule-Based Hybrid Translation Model for Context-Aware Speech to Indian Sign Language Tasks, Dania Jaison

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Reinforcement Learning-based Dynamic Pricing for Revenue Maximization with Elastic Network Slicing, Jovian Anthony Jaison

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MULTIMODAL EMOTION DETECTION IN CONVERSATIONS AND DIALOGUES: A FUSION MODEL APPROACH, Abhinay Jatoth

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Multimodal Techniques for Malware Classification, Jonathan Jiang

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An Attributed and Diverse Encoder-Decoder Processing Technique for Anomaly Detection., Kenneth Antony John

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Comparing Balancing Techniques for Malware Classification, Ranjit John

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Extending A Graphical User Interface for Evidential Reasoning, Vaidehi Sanjay Joshi

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Leveraging Large Language Models for Transforming Student Information into Actionable Data, Sree Hari Karri

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EMPLOYING LARGE LANGUAGE MODELS AND RETRIEVAL AUGMENTED GENERATION FOR ENHANCED PREDICTIVE FLEXIBILITY IN CANCER MORTALITY PREDICTION, Mridang Kejriwal

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Multiclass lung disease classification in chest X-ray images: A fine-tuned hybrid CNN-GNN approach using transfer learning and feature extraction, Vinay Vilas Khade

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Malware Detection Using QR and Aztec Code Representations, Atharva Khadilkar

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ZooKeeper Through the Ages: A Comparative Performance Analysis of Evolutionary Versions, Ashish Khanchandani

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BIRDSONG CLASSIFICATION USING DEEP LEARNING AND MIXIT, Sasanka Kosuru

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Adversarial Attacks and Defense Mechanisms in Multivariate Time-Series Forecasting for Applications in Smart and Connected Infrastructures, Pooja Krishan

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EXPLORING GENDER BIAS IN LARGE LANGUAGE MODELS: CROSS-LINGUISTIC COMPARISONS AND EVALUATION LETTERS ANALYSIS, Athira Kumar

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Mitigating Learning Bias in Healthcare Datasets, Samyak Jagdish Kumbhalwar

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Satellite Handover Optimization Using Predicted Satellite-to-Base-Station Proximity, Pranathi Kunadi

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A Censorship Resistant News Website Using the Ethereum Blockchain, Hoang Lai

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J-CAG: JAVA COMMENT ANALYSIS & GENERATION - A SUBLIME TEXT PLUGIN POWERED BY GPT, Linh Le

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Opinion Graphs Construction for Reviews using Transfer Learning and Large Language Models, Yichen Lin

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Facial Expression Mood Classification Using Machine Learning, Tiantong Li

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Regional Sea Level Rise Prediction in Monterey Bay with LSTMs and Vertical Land Motion, Branden Lopez

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Adaptive Metric-Driven Load Balancing for Specialized Clusters using NGINX, Juhi Raju Malkani

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An Empirical Analysis of Adversarial Attacks in Federated Learning, Rohit Mapakshi

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California Carbon Sequestration and Carbon Dioxide Pipeline Regulation in an Era of Climate Change: Technology and Policy, Robert A. Mason

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Temporal Dynamics in Diabetes Prediction: A Sensor-Driven Time-Series Exploration, Monica Meduri

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Cluster Analysis for Concept Drift Detection in Malware, Aniket Mishra

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DEEP-LEARNING APPROACHES TO PREDICT REMAINING USEFUL LIFE OF HARD DISKS, Rohan Mohapatra

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A framework for scientific data indexing, searching and sharing, Apoorva Mohite

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Formula 1 Commentary Generator using Generative Artificial Intelligence, Hiral Moliya

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Enhancing Restaurant Sales Prediction: The Dynamic Forecasting Engine, Rahul Sanjay Morishetti

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Knowledge Graph-based Multiple-Choice Question Generation, Durga Muralidharan

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Code Quality Enhancement: Evaluating AI Code Generation with Software Metrics, Sirisha Krishna Murthy

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Teaching Children Programming Concepts Through Video Games, Kayla Musleh

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Enhancing Qwen2.5-Coder: A Deep Dive into Fine-Tuning using PEFT for Superior Code Outputs, Lohith Nagaraja