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

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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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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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FRAMEWORK FOR IDENTITY PRIVACY THROUGH GENDER BASED SKELETONIZATION, Harrison Hwang

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

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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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Malware Generation and Classification using PixelCNN, Mounika Krishna Teja Karumudi

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

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

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

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Enhancing Medical Chatbots with Image Diagnosis, Swatisri Chavali