Morning
9:00 am – 12:00 pm
Monday to Thursday
6 weeks
Apply for morningsFoundationsBeginner6 weeks
Mathematics for Machine Learning
Just enough maths, taught visually and with code.
Next intake starts 3 November 2026
Overview
The linear algebra, calculus, probability and statistics that machine learning actually uses. Every concept is shown visually and implemented in Python so it sticks.
Who it is for
Learners heading into Machine Learning or Deep Learning who want firm footing.
Prerequisites
Secondary school mathematics. Python for AI is helpful but not required.
What you will be able to do
- Work with vectors, matrices and transformations
- Understand gradients and how optimisation trains a model
- Reason with probability distributions and Bayes' rule
- Apply statistics to evaluate data and models
- Read the maths in ML papers and documentation
Curriculum
6 modules · 6 weeks- Vectors, matrices and dot products
- Linear transformations and eigenvalues (intuitively)
- Derivatives, gradients and gradient descent
- Probability and common distributions
- Statistics: estimation, hypothesis tests, confidence
- Putting it together: a linear model from scratch
Tools you will use
PythonNumPyMatplotlibDesmos
Final project
What you will build
Implement and visualise gradient descent on a real dataset from scratch.
Your project is your assessment and the start of your portfolio. Complete it to earn your certificate.
Choose your class time
Every class covers the same lessons with the same tutors. Take it on campus, live online with recordings, or mix both week by week at no extra cost.
Evening
4:00 pm – 7:00 pm
Monday to Thursday
6 weeks
Apply for eveningsWeekend
10:00 am – 2:00 pm
Saturday and Sunday
9 weeks
Apply for weekendsWeekend classes have fewer hours each week, so they run longer to cover the same course. Public holidays are made up on the following Friday. Next intake starts 3 November 2026. See all class times and intakes.
Fees and payment
Course fee₦60,000
Pay in two parts
-
1
Reserve your seatPay a 50% deposit once admissions confirms your place.₦30,000
-
2
Pay the balanceDue by the middle of the course.₦30,000
Fees shown are indicative and include course materials and certificate. Installment plans are available. Confirm current fees with admissions.
Also part of a programme
Take this course inside a programme for a personal mentor, help finding work and a lower price than taking the courses one by one.
Questions about this course
Is the online class the same as the campus class?
Yes. Same tutor, same lessons, same project and the same certificate. Online classes are live, and every class is recorded within 24 hours.
Why does the weekend class take 9 weeks?
Weekend classes run 8 hours a week instead of 12, so they take a little longer to cover the same course. Morning and evening classes take 6 weeks.
What if I miss a class?
Watch the recording, then bring your questions to mentor office hours after class. If you need a longer break, you can move to the next intake.
Can I switch between campus and online?
Yes. Choose hybrid and switch week by week. There is no extra fee.
Join the 3 November 2026 class
Apply for Mathematics for Machine Learning in about five minutes. Pay ₦30,000 only after admissions confirms your seat.