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probability and statistics

Monte Carlo methods

Monte Carlo integration, importance/rejection sampling, MCMC, Metropolis–Hastings.

5 lessons Follow in order
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Lessons in sequence

Work through these in order—each lesson builds on the previous one.

  1. Lesson 1 of 5

    Monte Carlo fundamentals

    Enroll to open · 7 min read

  2. Lesson 2 of 5

    Importance sampling

    Enroll to open · 7 min read

  3. Lesson 3 of 5

    Rejection sampling

    Enroll to open · 7 min read

  4. Lesson 4 of 5

    MCMC intuition

    Enroll to open · 7 min read

  5. Lesson 5 of 5

    Metropolis–Hastings

    Enroll to open · 7 min read

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