Professional Certificate in Predictive Modeling and Data Mining (Advanced) · Topic Diagram

Data Mining Foundations

An interactive, expert-authored mindmap of every concept inside this unit — drawn at a glance, ready to share, free for everyone.

13 concepts 3-level depth Updated 15 Jul 2026

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Topic Mindmap

mindmap
  root((Data Mining Foundations))
    Data Mining
      Data Analysis
      Predictive Models
    Data Process
      Data Cleaning
      Data Modeling
    Machine Learning
      Algorithm Selection
      Model Evaluation
    Business Insights
      Data Visualization
      Business Decisions

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mindmap
  root((Data Mining Foundations))
    Data Mining
      Data Analysis
      Predictive Models
    Data Process
      Data Cleaning
      Data Modeling
    Machine Learning
      Algorithm Selection
      Model Evaluation
    Business Insights
      Data Visualization
      Business Decisions

How to read this diagram

Start at the centre node — that's the unit headline.
Each branch is a sub-concept; deeper branches are the underlying frameworks, formulas or examples.
Use the diagram as a revision checklist: every node is something you should be able to explain in one sentence.
Want the full lesson? Open the parent course on the right — every node maps to a lesson, a quiz and a career-defining credential the world's top employers actively hire from.