3d • General discussion
Machine Learning vs Statistical Learning - Why Security Starts Here
From: Foundations of AI & Cybersecurity - Lesson 1: Module/Chapter 1.1.1 Core Learning Paradigms (Foundational Categories)
Machine Learning
- prioritizes predictive performance
- detects patterns at scale
- higher complexity risk
Statistical Learning
- prioritizes interpretability
- explains decisions
- stronger auditability
Choosing the wrong paradigm = governance risk
This structure reflects the chapter’s core point that the learning paradigm determines risk exposure and control strategy.
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Machine Learning vs Statistical Learning - Why Security Starts Here
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