Salem Nkunda Nyisingize

Parking Detection using Machine Learning (OpenSpot)

Fall 2025

  • Implemented MobileNetV3 for real-time image classification
  • Compared performance of multiple CNN architectures (accuracy, inference time)
  • Team project (3 members) using Python and TensorFlow/PyTorch
Python TensorFlow PyTorch CNN

Time Series Analysis – CO₂ Emissions from Mount Etna

Winter 2025

  • Analyzed over 5 years of data using the Box-Jenkins methodology
  • Developed optimal SARIMA models and compared ETS and other forecasting methods
  • Identified complex seasonal patterns
  • Implemented in R
R SARIMA Box-Jenkins

Artificial Intelligence – Automatic Maze Solving

Winter 2025

  • Designed an AI agent using heuristic search (A*) for complex mazes
  • Implemented in Prolog with performance optimizations
Prolog Artificial Intelligence A*

Numerical Methods – Boundary Value Problems

Fall 2025

  • Solved boundary value problems using finite difference methods in MATLAB
  • Analyzed numerical convergence and stability
MATLAB Numerical Methods