Probability - Caltech

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Announcements ! Milestone due Nov 3. Please submit code to TAs ! Grading: PacMan ! Compiles? ! Correct? (Will clear maze within 5 minutes) ! Reasonable performance? (Time to clear maze < 1.5*Time taken by baseline) ! Beat baseline? (Eat more dots than baseline) ! Top 4 teams ! Winner
Announcements ! Grading: AvianAsker. Goal: Minimize #ques)ons/guesses ! Compiles? ! Correct? (Will correctly iden)fy bird within 300 ques)ons) ! Reasonable performance? (#Ques)ons/guesses < 1.5 Baseline) ! Beat baseline? (
Page 1: Introduc)on to Ar)ficial Intellig
Page 5 and 6: Quan)fying Uncertainty ! So far,
Page 7 and 8: Decision making under uncertaint
Page 9 and 10: Why use probabili)es? Related ev
Page 11 and 12: Interpreta)on of probabili)es ! P
Page 13 and 14: Examples ! Bernoulli distribu)on:
Page 15 and 16: Example: Gaussian distribu)on !
Page 17 and 18: Example: Mul)variate Gaussian 17
Page 19 and 20: Marginal distribu)ons What is P(
Page 21 and 22: Condi)onal distribu)ons ! Formal
Page 23 and 24: Posterior inference ! Suppose we
Page 25 and 26: Independent RVs ! What if RVs a

Probability - Caltech

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