The algorithms, properly understood. You implement the core models before reaching for a library, so you know why one fails and another works.
What you will be able to do
5 modules
Hands on with
Before you enrol
Comfort with algebra and basic statistics. The necessary linear algebra and calculus intuition is taught as it comes up.
Briefly. Neural networks are covered properly in the Artificial Intelligence and Data Science programmes.
Python throughout.
Same track
Statistics, machine learning and big data tooling, taught through projects that end in deployed models rather than notebooks. Six months, with placement preparation built in.
The complete analyst toolkit in one programme: spreadsheets, SQL, visualisation and Python, applied to real datasets and finished with a dashboard you can defend in an interview.
From neural network fundamentals to working with large language models. An applied AI programme for people who want to build systems, not just talk about them.