PoliStock
January 2025 – PresentFinTechSaaSAIReal-time SystemsNLP
- Built a financial intelligence SaaS platform democratizing institutional-grade market insights for retail investors, backed by Gener8tor's gBETA program.
- Developed Natural Language Orders (NLO) system allowing users to set buy/sell triggers using plain English with automatic execution across 27+ major brokerages.
- Architected real-time event monitoring system analyzing 5,000+ stocks across 20+ volatility sources (SEC filings, Reddit, financial news) with sub-1-minute alert delivery.
- Scaled to 200+ active users with $250k+ invested based on platform insights, achieving 4.8-star rating with bank-level encryption and accessible $9.99/month pricing.
Spectator AI - Sports Analytics Platform
August 2022 – PresentComputer VisionDeep LearningAzureMLOps
- Secured USD 25000 in Azure credits and USD 2500 in OpenAI API credits; architected scalable ML infrastructure using Azure ML and Docker containers.
- Implemented computer vision pipeline with YOLOv11 for player tracking with 95% mAP; built transformer-based models with BERT fine-tuning for sports content analysis.
- Designed tactical analysis system using Grounding DINO and trajectory clustering algorithms to identify formation patterns and strategic movements.
- Created production ML pipeline with MLflow for experiment tracking and FastAPI microservices for inference deployment.
AMP®-Parkinson's Disease Progression
2023Random-ForestsNeural-NetworksStatistical-AnalysisResearch
- Predicted the progression of Parkinson's disease using multiple machine learning models to achieve maximum accuracy.
- Applied advanced statistical analysis and neural network architectures to identify key progression indicators.
IPL Cricket Index
2023Data-AnalyticsExcelData-ScienceData-Visualisation
- Developed a comprehensive cricket batting index metric that provides a single measure of a batsman's performance.
- Analyzed multiple aspects of batting ability including run rate, consistency, and performance against varying bowling styles.
FIFA-PREDS
2022Data-AnalyticsExcelData-ScienceData-Visualisation
- Analyzed team performance data from FIFA World Cup matches to provide comprehensive insights.
- Built interactive visualizations to track performance metrics and identify success patterns across tournaments.
Covid-19 Spread Analysis
2022Data-VisualisationClusteringCorrelationsBayesian-Analysis
- Created a program that highlights peak spread periods of Covid-19 in each country through visualization and clustering.
- Implemented Bayesian polynomial regression to analyze correlations between different spread factors.
Zillow Housing Prices
2022Linear-RegressionStatistical-AnalysisNeural-Networks
- Used Linear Regression to provide accurate 'Zestimate' property valuations.
- Performed comprehensive statistical analysis on large real estate datasets to identify pricing trends and indicators.
NASA Glacier Tracking System
November 2024 – PresentClimate ScienceGeospatialPythonCUDABig Data
- Built an automated glacier tracking system using Xarray, NumPy, and Geopandas processing 40+ million data points across the Greenland ice sheet.
- Reduced analysis time from 3 minutes to 20 seconds per region using optimized interpolation techniques and Shapely geospatial processing.
- Optimized ice sheet modeling software using Numba JIT compilation and NVIDIA CUDA parallel processing.
- Created flexible data pipelines supporting various file formats with automated workflows for scientists.
Trauma THOMPSON - HoloLens AI Copilot
November 2024 – PresentComputer VisionMixed RealityHealthcare AIHoloLensActive Learning
- Built YOLOv11 computer vision models for medical tool detection with 96% mAP@[0.5:0.95] using quantized models and focal loss.
- Slashed data annotation needs by 80% with active learning pipeline using uncertainty sampling (PyTorch + Ray for distributed processing).
- Crafted mixed reality system for HoloLens that visualizes ML inferences in real-time for first responders.
- Contributed statistical analysis to research papers on AI-assisted emergency medicine.