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Can anyone tell me which mathematics concepts are important for Artificial Intelligence and Machine Learning?

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The concepts of mathematics important for Artificial Intelligence and Machine Learning is:

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

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