🖥️ Technical Projects
I am passionate about bringing learning to life through building projects, as each one is a milestone in my journey of exploration and understanding.
Below are some of my research/personal projects since I first entered the field of Computer Science at UVA:
⚙️ Hardware Architecture & Acceleration Projects
  Summer 2025 - Present ⚡ Rodinia Benchmark v4.0Innovating the Rodinia Benchmark Suite by updating, scaling, or retiring workloads and optimizing CUDA implementations to reflect current GPU architectures.     | Spring 2025 - Revising for Rodinia v4.0 🎯 GPU L2 Cache OptimizerSimulation and optimization of extended L2 cache architectures in GPUs using GPGPU-Sim to improve CUDA workload performance and analyze area tradeoff.   |
| Fall 2025 🔢 GPU Sparse Matrix MultiplicationDesigned and tuned multiple CUDA kernels for SpMSpM using shared-memory hashing and dynamic scheduling, achieving significant speedups over CPU baselines by exploiting GPU memory hierarchies.   | Spring 2025 🔬 CPU/GPU Memory & DataAdvanced assignments/projects from CS 6501 @ UVA focusing on CPU/GPU memory architecture, cache design, DRAM simulation, GPU programming, and near-data processing (PIM) using industry-standard tools.    |
| Summer 2024 - Spring 2025 🚀 PyTorch CUDA ML PerformanceComparative study of PyTorch and CUDA ML models on GPU servers, focusing on manual optimization capabilities, performance gains, and framework selection.    | Fall 2024 📊 MLPerf Benchmark ReplicationExpand MLPerf benchmarks to analyze GPU bottlenecks and optimize performance with multi-GPU setups using NVLink and Tensor Cores. |
| Spring 2023 - Fall 2024  ⚛️ GPU Molecular DynamicsUtilize Python and GPUMD package for molecular dynamics simulations and train NEP potential for model generation on UVA's Rivanna supercomputer.       |
💻 Software & AI Projects
| Spring 2025 💬 @everyone - Discord AnalyticsA full-stack web app that transforms Discord message data into personalized insights using ML. Features 3D semantic space visualization, custom metrics including favorite topic detection, and dimensionality reduction to reveal conversation patterns and closest connections.       | Spring 2025 🧭 VA Social Vulnerability AnalysisApplied unsupervised ML techniques (PCA, K-Means, DBSCAN) to analyze Social Vulnerability Index data, identifying and visualizing vulnerable communities across Virginia.    |
| Spring 2025 🏠 Word2WallsA text-driven framework for generating diverse and realistic 3D room layouts from natural language prompts, featuring floorplan generation, furniture placement, and photorealistic rendering.     | Spring 2025 🎬 CineDonum Movies Lending AppA Django-based web application for cataloging and lending physical movies with user authentication, movie collections, borrowing system, and AWS S3 integration.      |
| 2023 - 2024 📈 MATLAB-GUISimplification of Multivariable Calculus and Linear Algebra concepts using MATLAB UI Apps for visualizing vector line integral calculations and matrix operations.    |
🌱 Beginner Projects
| 2023 🎮 Flappy Bird GameReplication of Flappy Bird Game at UVA Introduction to Programming course using uvage and pygame library.    | 2023 ⌨️ Number Test GameA CLI-based Python game where players input a number to receive scores based on its traits, featuring account management and a leaderboard.   |
| 2023 📊 SAT Score PredictionThis project employs custom-built neural network models with PyTorch and Numpy to predict SAT scores from GPA and other factors.  | 2024 ♻️ Simple Carbon Footprint CalculatorA simple web application calculating the carbon footprint based on user input for electricity usage, miles driven by car, meat consumption, and flight hours per year.   |
| 2024 📈 Career Salary & ROI AnalysisPredicting early career salaries and evaluates college ROI across the U.S. with data analysis and predictive modeling using R.   | 2024 📊 Linear Regression Shiny AppInteractive R Shiny application for linear regression analysis with visualizations, model diagnostics, and automated statistical outputs. Created for APMA 3150 From Data to Knowledge.    |
| 2024 📚 Academic Portfolio WebsiteMy Portfolio Website built with HTML and CSS using the template forked from academicpages and deployed by Github pages. Yes! It's the one that you are looking at.  |