Python Programming Foundations (PY-01)

~35h

A structured introduction to Python for data work — syntax, data structures, and libraries — building toward eligibility for the Python Data Associate certification.

Python Data Associate Cert eligibility

Machine Learning Fundamentals (ML-01)

~40h

Introduces the core concepts and workflows of machine learning: supervised and unsupervised models, training, evaluation, and how to apply them to real problems.

Core ML skills

NLP & Text Analytics (ML-02)

~40h

Teaches how to work with language data — sentiment, classification, and text modelling — the foundation of chatbots, search, and document intelligence.

NLP and text modelling

Decision Making with Data (DL-03)

~14h

Teaches how to turn data into sound decisions — framing questions, weighing evidence, and avoiding common analytical traps — so leaders and staff can act on data with confidence.

Applied data-thinking skills