Probability & Statistics Mastery

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Probability Fundamentals

5 lessons

Introduction to Probability 15m Probability Rules 18m Conditional Probability 18m Bayes' Theorem 20m Module 1 Practice 18m

Discrete Distributions

4 lessons

Random Variables 15m Binomial Distribution 20m Poisson Distribution 18m Module 2 Practice 18m

Continuous Distributions

5 lessons

Continuous Random Variables 18m Normal Distribution 22m Exponential Distribution 18m Central Limit Theorem 20m Module 3 Practice 18m

Statistical Inference

4 lessons

Point Estimation 18m Confidence Intervals for Means 22m Confidence Intervals for Proportions 18m Module 4 Practice 18m

Hypothesis Testing

5 lessons

Hypothesis Testing Framework 20m Z-Tests and T-Tests 22m Two-Sample Tests 20m P-Values 18m Module 5 Practice 18m

Regression Analysis

4 lessons

Simple Linear Regression 22m Correlation 18m R-Squared 16m Module 6 Practice 18m

Probability & Statistics Mastery/Probability Fundamentals/Probability Rules

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Probability Rules

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Key Rules

Previous Introduction to Probability

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