Problem framing
Translate a business ask into a dataset, a target, and a success metric you can defend.
Training program
Data Science Training
Applied statistics, Python, and machine learning on problems a business will actually ship — not research theatre.
48+
Guided hours
4
Projects
Applied ML
Focus
Explainable model
Capstone
What you get
What you will learn
Python for modelling
Pandas, scikit-learn, and evaluation — enough to ship, not a research stack.
Honest metrics
Accuracy is rarely enough. You will choose and explain the metric the decision needs.
Leakage and bias
The mistakes that make a demo look brilliant and a production model useless.
Story for stakeholders
What the model does, where it fails, and what a manager should do with the score.
Portfolio review
A capstone you can walk through without hiding behind jargon.
How we work
How the program runs
Foundations
Core concepts, clean habits, and the shortcuts that save hours before any advanced work begins.
Guided practice
Live exercises on realistic datasets with a trainer in the room — not a silent video library.
Apply at work
Assignments mapped to the files and questions you actually face in your role.
Mentor review
Feedback on your work, not just a score. You see what to fix before the next session.
Capstone
A portfolio piece employers can review: a dashboard, model, pipeline, or analysis pack.
Career support
Interview prompts, a walkthrough of your project, and guidance on how to talk about the work.
Client stories
What learners say
They killed my first “clever” model in review. The second one I could actually explain.
I came from Excel. The framing module mattered more than the algorithms.
Interviewers asked about leakage. I had a real example from class.
Help centre
Frequently Asked Questions
Is this research-focused?
No. We emphasise applied projects and interview-ready explanations. Deep learning is only used if the problem needs it.
Are batches live or recorded?
Live sessions with recordings for revision. Corporate batches can be scheduled to your team’s timezone.
Do I get a certificate?
Yes, after you complete the capstone. The project is the part hiring managers actually look at.
Can you train our internal team?
Yes. We run private corporate batches on your files when that is more useful than public examples.
What if I miss a session?
You get the recording and can book a short catch-up with the trainer during the cohort.
Go from analysis to a model you can defend
Ask about the next data science cohort or a scoped workshop for your analytics team.
Contact us