🎓 Computer Systems Engineering Student at Botswana Accountancy College.
🔐 Passionate about Software development, Cybersecurity & DevSecOps.
💻 I build secure and scalable software.
🔭 I’m currently working on LoetoLink which is a React Native (Expo) application that simplifies public transportation by offering route discovery, navigation, and personalized favorites
🌱 I’m currently learning AWS and Introduction to Cybersecurity
🚀 Always learning and improving.

LoetoLink is a React Native (Expo) mobile app that simplifies public transportation by offering real-time route discovery, navigation, and personalized favorites. It integrates Supabase for secure backend services and Google Maps Directions API for dynamic routing.

🔧 Features:

• 🔐 Authentication with Email, Google, and Apple (Supabase Auth)
• 🗺️ Real-time navigation with ETA and interactive maps
• 📍 Visualizes public routes, stops, and current location
• ⭐ Save favorite routes
• 🔁 Quickly reuse recently viewed routes
• 🛑 Browse and search bus stops by route

🧱 Built With:

A full-stack web application that allows students to easily access and download academic past papers for exam preparation. It provides a clean interface, fast search, and organized structure for efficient study planning.

🔧 Features:

• 🔐 Student account creation with Supabase authentication
• 📄 Browse and view past papers by course
• 🔍 Smart search by course code, year, or title
• 📱 Fully responsive and mobile-friendly design
• ⬇️ One-click PDF downloads
• 🗂️ Organized by course codes for easy navigation

🧱 Built With:

A machine learning model that predicts Formula 1 World Driver's Championship (WDC) and World Constructor's Championship (WCC) outcomes using historical data analysis and advanced statistical modeling.

🎯 Latest Predictions (2024):

• Max Verstappen (Red Bull) - 57.1% WDC probability
• Red Bull Racing - 66.9% WCC probability

🔧 Features:

• 📊 Driver and Constructor performance analysis
• 🏁 Race-by-race prediction updates
• 📈 Historical trend analysis
• 🎯 Championship probability calculations
• 📋 Feature importance ranking
• 🔄 Recent form evaluation

📊 Model Performance:

WDC Model:                WCC Model:
Accuracy:  91.6%         Accuracy:  89.9%
Precision: 30.0%         Precision: 44.4%
Recall:    85.7%         Recall:    80.0%
F1 Score:  44.4%         F1 Score:  57.1%

🏗️ Architecture:

• Data Pipeline: Historical F1 data processing
• Feature Engineering: Advanced performance metrics
• Model Training: Random Forest Classification
• Evaluation: Cross-validation and performance metrics
• Prediction: Probabilistic championship outcomes

📈 Key Performance Indicators:

• Driver Points & Wins
• Grid Positions
• Race Completion Rates
• Team Performance
• Historical Success
• Recent Form

🧱 Built With: