Comparisons

Supervised vs Unsupervised vs RL

Venn Diagrams · made in Skemio

Venn diagram comparing Supervised, Unsupervised, and Reinforcement Learning showing overlaps like semi-supervised learning and RLHF.
Venn diagram comparing Supervised, Unsupervised, and Reinforcement Learning showing overlaps like semi-supervised learning and RLHF.
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What it shows

  • Supervised learning trains on mapped (x, y) target feature pairs.
  • Unsupervised learning discovers latent clusters without human labels.
  • Reinforcement learning optimizes actions via trial, error, and rewards.

The takeaway

Labels guide supervised ML, structures guide unsupervised ML, and consequences guide reinforcement learning.

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