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Lecture Slides

diceChapter 1: Introduction, Discrete Probability Spaces, Min-Cut

diceChapter 2: Random Variables, Expectation, Discrete Probability Distributions

diceChapter 3: Variance, Standard Deviation, Chebyshev Inequality, Weak Law of Large Numbers

diceChapter 4: Large Deviation Bounds

diceChapter 4-a: Chernoff Bounds

diceChapter 12: Martingales

diceLearning

diceVC Dimension

diceRademacher

diceMonte Carlo, MCMC, Metroplis, Coupling


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Last Updated: Mar 31 2014