Corporate AI training · AV-DS-05
Machine Learning Foundations
The end-to-end machine learning workflow with hands-on model building. Deliberately heavy on evaluation and failure modes, because that is where organisations lose money.
1 day(s) liveOnline or on siteTailored to your teamCertificate of completion
Who it is for
Analysts, developers, technical product managers and data-adjacent professionals who need real understanding of how ML models are built and evaluated.
What the course covers
- The ML landscape: supervised, unsupervised and where each applies
- Framing a business problem as an ML problem, and knowing when not to
- Feature engineering and data preparation
- Building and training core models: regression, classification, clustering
- Evaluation done properly: the right metric, train-test discipline, avoiding overfitting
- Model interpretation, fairness testing and explaining a model to a business stakeholder
- From notebook to production: what actually has to happen next
Looking for a certified AI foundation? ICP-FAI, Foundations of AI is the ICAgile-certified companion to every course here. For a phased organisation-wide programme, see the Enterprise AI Readiness Programme, or watch real class feedback from our cohorts.