A foundation for analytics and ML (no LLM hype)
You grasp architecture, warehouses and lakes—before you buy another “AI” tool.
Data engineering & ML
For IT directors and analysts. Builds the foundation—data architecture, big data and ML models—before you reach for AI. Generative models deliberately out of scope.
You grasp architecture, warehouses and lakes—before you buy another “AI” tool.
Classification, forecasting, anomalies—with a pipeline view from raw data to model.
Fewer “just do AI” requests—more clarity on data, quality and run cost.
Skips generative AI on purpose—it is the baseline without which LLMs do not work.
Sets technical depth and use-case focus.
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