Artificial Intelligence
Data Science programme — Bac+5 level
Turn data into defensible decisions.
- Python
- SQL
- pandas
- Power BI
IHETC School of Artificial Intelligence
Build intelligent systems, not just use them.
A Bac+5-level engineering programme focused on machine learning, deep learning and language models. The programme insists on deployment: a model nobody uses has no value. Projects rely on African datasets.
1200 hours · 120 credits
220 hours · 22 credits
Linear algebra, calculus, probability, optimisation, information theory
200 hours · 20 credits
Regression, classification, trees and forests, kernel methods, cross-validation, model selection
200 hours · 20 credits
Neural networks, backpropagation, convolutions, sequences, attention mechanisms, transformers
80 hours · 8 credits
Reading papers, literature review, scientific writing and presentation
200 hours · 20 credits
Fine-tuning, retrieval-augmented generation, evaluation, inference cost and economic trade-offs
140 hours · 14 credits
Industrialisation, inference services, drift monitoring, retraining, running costs
100 hours · 10 credits
Dataset bias, explainability, data protection, supplier dependency, the applicable framework
60 hours · 6 credits
Original work carried out with a laboratory or an organisation, publicly defended
What follows is assumed and will not be explained again. If most of it is foreign to you, this is not the right entry point — better to know now than at the final assessment.
Programming in Python and reading code written by someone else. Linear algebra and probability at Bac+3 level: they are not taught again.
Artificial Intelligence
Artificial Intelligence
Turn data into defensible decisions.