Featured Projects
Solo Project • 2025
Automated Deployment Workflow & Monitoring System
- Seamless CI/CD Workflow: GitHub Actions triggers Vercel deployments, orchestrated through n8n for reliability.
- Structured Logging: Deployment details (timestamp, commit, branch, status) automatically stored in Supabase for tracking.
- Real‑Time Notifications: Success/failure alerts sent instantly to Slack and Discord channels for team visibility.
Solo Project • 2025
Goal Digger: EPL Match Prediction using Machine Learning
- Engineered a production-grade ML platform with 70–80% accuracy using ensemble neural networks (35 features, 3-model architecture).
- Architected a high-performance prediction engine with intelligent caching and data augmentation, achieving 2.5–5x faster predictions (~100–200ms) with 70–80% cache hit rates.
- Designed an advanced feature engineering pipeline extracting 35 statistical features (win ratio differentials, defensive solidity metrics, composite strength indexes).
- Built enterprise-ready infrastructure with Docker orchestration, Redis caching, PostgreSQL, REST APIs, automated deployment, and monitoring; scaled to 100+ requests per 15 minutes.
- Implemented production ML best practices (cross-validation, early stopping, learning rate decay, ensemble learning), improving accuracy by 15–25% over baseline.
Solo Project • 2025
Pesatrack- Personal Finance Management System
- AI‑Powered Financial Insights: Delivers smart transaction analysis, spending pattern insights, and personalized recommendations using Gemini 2.0.
- Comprehensive Financial Management: Provides multi‑account support, transaction tracking, budgeting tools, and localized Kenyan Shilling (KES) handling.
- Secure & Modern Infrastructure: Combines Supabase Auth, Next.js 15/React 19, Vercel deployment, and real‑time dashboards with strong security and notifications.
