Week
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Topics
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Study Materials - 1
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Study Materials - 2
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1
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Introduction to Probability and Statistics. Statistical Experiments. Outcomes. Events. Sample Space. Set Theory.
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Textbook-1; 2.1, 2.2
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Textbook-2;
2.1
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2
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Interpretations and Axioms of Probability. Basic Theorems of Probability. Finite Sample Spaces. Counting Techniques. Multiplication Rule. Permutations. Combinations. Sampling With and Without Replacement.
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Textbook-1; 2.3, 2.4, 2.5
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Textbook-2;
2.2, 2.3
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3
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Independence of Events. Conditional Probability. Bayes’ Theorem.
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Textbook-1; 2.6, 2.7, 2.8
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Textbook-2;
2.4, 2.5
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4
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Discrete Random Variables. Probability Function. Distribution Function. Mean and Variance.
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Textbook-1; 3.1, 3.2, 4.1 (discrete), 4.2 (discrete),
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Textbook-2;
3.1, 3.2, 3.3, 3.4
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5
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Special Discrete Distributions ( Uniform, Bernoulli, Binomial, Hypergeometric,).
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Textbook-1; 5.1, 5.2, 5.3,
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Textbook-2;
3.5, 3.6, 3.7
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6
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Geometric, Negative Binomial, Poisson Distributions
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Textbook5.4, 5.5, 5-6
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Textbook-2;
3.6, 3.7
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7
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Continuous Random Variables. Probability Density Function. Review exercises. EXAM I
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Textbook-1; 3.3, 4.1 (cont.), 4.2 (cont.)
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Textbook-2;
4.1, 4.2
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8
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Special Continuous Distributions (Uniform, Normal, Normal Approximation to Binomial, Gamma, Exponential).
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Textbook-1; 6.1, 6.2, 6.3, 6.4
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Textbook-2;
4.3, 4.4, 4.5
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9
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Special Continuous Distributions (Uniform, Normal, Normal Approximation to Binomial, Gamma, Exponential).
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Textbook-1; 6.5, 6-6, 6.7
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Textbook-2;
4.3, 4.4, 4.5
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10
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Joint, Marginal and Conditional Distributions. Covariance and Correlation. Conditional Mean and Variance. Independence of Random Variables.
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Textbook-1; 3.4
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Textbook-2;
5.1, 5.2,
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11
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Covariance and Correlation. Conditional Mean and Variance. Independence of Random Variables.
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Textbook-1; Rest of chapter 4
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Textbook-2; Rest of chapter 4
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12
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REVIEW PROBLEMS, EXAM II
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Textbooks
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Textbooks
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13
|
Introduction to Statistics and Data Analysis
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Textbook-1; Chapter 1 Chapter 8.1-8.6
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Textbook-2; Chapter 1
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14
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Hypothesis Testing
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Textbook-1; Chapter 10
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Textbook-2; Chapter 9
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