📘 Lesson  ·  Lesson 88

Supervised vs Unsupervised vs RL

Three Types of ML

💡 At a Glance

Machine learning has three main types based on how the model learns from data.

Comparison

TypeDataGoalExample
Supervisedlabeledpredict outputspam detection
Unsupervisedunlabeledfind patternscustomer grouping
Reinforcementrewardslearn by trialgame-playing AI

Summary

  • Supervised = labeled data, predict. Unsupervised = unlabeled, find patterns.
  • Reinforcement = learn from rewards by trial and error.
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