
AI and Digital TransformationMachine Learning Foundations for Business Analysts
A hands on technical foundation course that takes business analysts from spreadsheet based reporting into the fundamentals of machine learning. Using accessible tools and real datasets drawn from retail, finance and telecommunications, participants learn to prepare data, train simple predictive models and interpret results without requiring a programming background. The course closes the gap between raw data and the machine learning projects analysts are increasingly asked to support.
Course objectives
- Describe the machine learning workflow from data collection to model deployment
- Prepare and clean datasets for supervised learning tasks
- Build and evaluate simple classification and regression models
- Interpret model output, accuracy metrics and common sources of bias
- Translate machine learning results into recommendations for non technical stakeholders
Who should attend
- Business and financial analysts
- Data and reporting officers
- IT professionals moving into analytics roles
- Product and marketing analysts
- Graduate trainees in data related functions
Course outline
- 01The machine learning workflow and where it fits in business analytics
- 02Data preparation, cleaning and feature selection
- 03Supervised learning: classification and regression models
- 04Model evaluation, accuracy and avoiding overfitting
- 05Introduction to unsupervised learning and clustering
- 06Communicating machine learning findings to business audiences
Scheduled sessions
| Dates | Venue | Format | Price | Register |
|---|---|---|---|---|
| 3 to 5 October 2026 | Online, Online | Online | R6,500 per delegate | Register Now |
| 13 to 15 October 2026 | Nairobi, Kenya | Classroom | R11,995 per delegate | Register Now |
| 13 to 15 November 2026 | Johannesburg, South Africa | Classroom | R11,995 per delegate | Register Now |
| 5 to 7 February 2027 | Lagos, Nigeria | Classroom | R11,995 per delegate | Register Now |
| 25 to 27 July 2027 | Gaborone, Botswana | Classroom | R11,995 per delegate | Register Now |