Modular topics, tailored in depth and sequence to the audience—from first-time learners to experienced practitioners.
01 · Spreadsheets & automation
Excel, advanced analysis, VBA scripting and workflow automation.
02 · Programming & analysis
Python, data wrangling, exploratory analysis and reproducible workflows.
03 · Visualization & BI
Data storytelling, dashboards, interactive visualization and Tableau.
04 · Data systems
SQL, NoSQL, APIs, data pipelines and database fundamentals.
05 · Machine learning
Supervised and unsupervised learning, evaluation and interpretability.
06 · Neural networks
Deep learning, neural network architectures and applied use cases.
07 · Big data
Big-data concepts, distributed processing and scalable analytics.
08 · Language & generative AI
NLP, transformers, LLMs, prompting and retrieval-augmented generation.
09 · Emerging AI
AI agents, workflow orchestration, model evaluation and evolving technologies.
One subject. Different levels of depth.
Technical learners build and test solutions. Executive learners explore how the technology works, where it creates value, and how to make sound adoption decisions.