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Probability and Statistics – Class 1
Harvard University
12

Description

Probability and Statistics Class 1 Lecture Series by Harvard University

License/Credit: All credit goes to Harvard University.

Photo Credit to: “Probability and Statistics – a Worldwide Study” by worldcong2012.org / Desaturated from original

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Lessons

Free

Lesson 1: Probability and Counting

Free

Lesson 2: Story Proofs, Axioms of Probability

Free

Lesson 3: Birthday Problem, Properties of Probability

Free

Lesson 4: Conditional Probability

Free

Lesson 5: Conditioning Continued, Law of Total Probability

Free

Lesson 6: Monty Hall, Simpson’s Paradox

Free

Lesson 7: Gambler’s Ruin and Random Variables

Free

Lesson 8: Random Variables and Their Distributions

Free

Lesson 9: Expectation, Indicator Random Variables, Linearity

Free

Lesson 10: Expectation Continued

Free

Lesson 11: The Poisson distribution

Free

Lesson 12: Discrete vs. Continuous, the Uniform

Free

Lesson 13: Normal distribution

Free

Lesson 14: Location, Scale, and LOTUS

Free

Lesson 15: Midterm Review

Free

Lesson 16: Exponential Distribution

Free

Lesson 17: Moment Generating Functions

Free

Lesson 18: MGFs Continued

Free

Lesson 19: Joint, Conditional, and Marginal Distributions

Free

Lesson 20: Multinomial and Cauchy

Free

Lesson 21: Covariance and Correlation

Free

Lesson 22: Transformations and Convolutions

Free

Lesson 23: Beta distribution

Free

Lesson 24: Gamma distribution and Poisson process

Free

Lesson 25: Order Statistics and Conditional Expectation

Free

Lesson 26: Conditional Expectation Continued

Free

Lesson 27: Conditional Expectation given an R.V.

Free

Lesson 28: Inequalities

Free

Lesson 29: Law of Large Numbers and Central Limit Theorem

Free

Lesson 30: Chi-Square, Student-t, Multivariate Normal

Free

Lesson 31: Markov Chains

Free

Lesson 32: Markov Chains Continued

Free

Lesson 33: Markov Chains Continued Further

Free

Lesson 34: A Look Ahead

Free

Lesson 35: Joseph Blitzstein: “The Soul of Statistics”

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