Mohammed
Hirez.

Part-time · On-site · Limerick

Teach the weekly laboratories of a six-credit AI module, taking students from AI concepts to structured, working Python.

• Cover numerical computing in NumPy, data preparation in pandas, visualisation, probability and simulation, matrix and neural-network operations, and model evaluation with scikit-learn.
• Give individual instruction in debugging and algorithm implementation, helping students turn concepts into working programs.

Part-time · On-site · Limerick

Facilitate Java programming and software development sessions at the ICT Learning Centre, supporting CS4141 and CS4222.

• Develop practical exercises covering object-oriented programming, multi-class architecture, data structures, recursion and file processing. Explore two-dimensional arrays and grid-based algorithms as foundations for image representation and processing.
• Guide participants through program analysis, modular design and systematic debugging, strengthening their ability to develop structured, maintainable software through collaborative problem solving.

Part-time · Hybrid · Limerick

Redeveloped the university's Programming for Artificial Intelligence module by migrating the full curriculum from Julia to Python.

• Designed and implemented lectures, laboratory exercises, programming projects, datasets, and executable code examples using NumPy, pandas, Matplotlib, scikit-learn, numerical computing, data preprocessing, probability and simulation, matrix and neural-network operations, algorithmic problem solving, performance optimisation, and machine-learning model evaluation.
• Validated code, dependencies, outputs, and lab workflows for technical accuracy, reproducibility, and compatibility before release to students.