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Can anyone tell me the mathematics concepts used in Artificial Intelligence?

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The concepts of mathematics used in Artificial Intelligence:

  •  Linear Algebra topics such as vectors, matrices, eigen vectors, principal component analysis, and singular value decomposition
  • Calculus topics such as scalar derivative, Gradient concept, vector calculus
  • Probability concepts such as random variables, Bayes theorem, probability distributions
  • Some other concepts like Information theory, Markov chain

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