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Lesson 1
20 min

From Rules to Learning: Machine Learning vs Traditional Software

Quick Summary

Traditional software follows rules written by people, while machine learning estimates patterns from examples. Most reliable business systems combine both approaches.

What you will learn
  • Contrast explicit software rules with learned model behavior
  • Identify problems suited to deterministic rules or machine learning
  • Explain why production systems often combine the two
Intermediate Content

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From Rules to Learning: Machine Learning vs Traditional Software is part of How AI Actually Works (Under the Hood) — an intermediate module. We keep these gated so we can save your progress, recommend next steps, and personalize the curriculum.

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