AI & Emerging Tech
Machine Learning Foundations Workshop
A practical first step into machine learning: cleaning data, training models and judging whether they are any good — all in Python notebooks.
- Workshop · 2–4 hours
- Bootcamp · 2–5 days

What students will learn
- Prepare and explore data with pandas
- Train classification and regression models
- Evaluate models honestly
- Know which ML path to take next
Who it's for
2nd–4th year students with basic Python.
Before the session
Basic Python; Google Colab or Jupyter.
Session outline
- 1
What ML is — and isn't
- 2
Data cleaning and exploration
- 3
Training models with scikit-learn
- 4
Evaluation, overfitting and metrics
- 5
Mini project and next steps
Every session is customised to your students' year, branch and syllabus. Sessions are hands-on, run on your campus, and can be combined with other topics into a bootcamp or placement-training programme.
Bring “Machine Learning Foundations” to your college
Tell us your dates, student count and level — we'll send a plan and quote.
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