The Normal Distribution

Learn the normal distribution.

25 min read
Intermediate

Introduction

Learning Objectives:

  • Understand the normal distribution
  • Use Z-scores and standard normal table
  • Apply normal approximation

Normal Distribution

XsimmathcalN(mu,sigma2)X sim mathcal{N}(mu, sigma^2):

f_X(x) = rac{1}{sigmasqrt{2pi}} e^{-(x-mu)^2/(2sigma^2)}

68-95-99.7 Rule:

  • 68% within mupmsigmamu pm sigma
  • 95% within mupm2sigmamu pm 2sigma
  • 99.7% within mupm3sigmamu pm 3sigma

Key Concepts

This lesson covers fundamental concepts in probability theory.

Key Takeaways

Master these concepts for advanced probability applications.