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Artificial Intelligence — CBSE Class 10 board question

Q1. [1]
Which learning approach would be most suitable for training an AI model to park the car correctly ?
  1. (A) Supervised Learning
  2. (B) Unsupervised Learning
  3. (C) Transfer Learning
  4. (D) Reinforcement Learning
Previously asked in CBSE board exam
2026 104 Q2 (v)
Generated by claude-sonnet-4-6 · 2026-06-21 03:19 · grounding rag
Model Answer

(D) Reinforcement Learning — Parking a car involves trial-and-error decision-making where the AI learns by receiving rewards for correct actions and penalties for mistakes, which is the core of Reinforcement Learning.

Source: Chapter 2, Section 2.2 – Reinforcement Learning

Explanation

The textbook explicitly lists "Parking a car" as an example of Reinforcement Learning and states it "enables the computer to make a series of decisions that maximize a reward metric without human intervention." Supervised learning needs labelled data; unsupervised finds patterns; transfer learning is not covered as a main ML category here. Reinforcement Learning fits best because parking requires sequential decisions optimised through reward/penalty feedback.

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