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QAProbability

Probability: From Basics to Advanced

Basic Formula

P(Event) = (Favorable outcomes) / (Total outcomes)


Key Rules

  • 0 ≤ P(E) ≤ 1
  • P(not E) = 1 - P(E)
  • P(A or B) = P(A) + P(B) - P(A and B)
  • P(A and B) = P(A) × P(B) [if independent]

Conditional Probability

  • P(A|B) = P(A and B) / P(B)
  • Bayes' Theorem: P(A|B) = [P(B|A) × P(A)] / P(B)

Common Scenarios

  • Dice: Total outcomes = 6ⁿ (n dice)
  • Cards: 52 cards, 4 suits, 13 ranks
  • Coins: Total outcomes = 2ⁿ (n coins)

Expected Value

E(X) = Σ [x × P(x)]


CAT Patterns

  • At least one: Use complement (1 - none)
  • Exactly k: Use combinations
  • Conditional: Use tree diagrams

Practice Tip

Draw probability trees for complex multi-stage problems.