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Statistics and Probability

Table of Contents

 

 

 

Chapter 1 - Introduction to Probability

 

Sets and Operations

Counting Principle

Combinations and Permutations

Binomial Theorem and Tree Diagrams

Sample Space and Events

Conditional Probability

 

 

Chapter 2 - Probability Distributions

 

Random Variables

Binomial Distribution

The Poisson Distribution

Normal Distribution

Central Limit Theorem

 

 

Chapter 3 - Sampling and Estimation Theory

 

Populations, Samples, and their Parameters

Random Sample, Sampling with/without Replacement

Sampling Distribution, Sample Mean, and Sample Variance

Frequency and Relative Frequency Distribution

Unbiased, Biased, and Point Estimates

Confidence Interval Estimates of Population Parameters

Confidence Interval Estimates of Means, Proportions, and Variance

Analysis of Variance

 

 

Chapter 4 - Hypotheses Testing and Level of Significance

 

Statistical Hypotheses

Type I and Type II Errors

One Sided and Two Sided Tests for a Given Level of Significance

Hypotheses Testing for Small and Large Samples

 

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