Statistical Simulation in Python

Statisticale simulatie in Python

Tushar Shanker

Data Scientist

Topics covered

  • Basics of randomness & simulation.
  • Simulation & probability.
  • Bootstrapping and resampling methods.
  • Advanced applications of simulation.
Statisticale simulatie in Python

Introduction to random variables

Continuous Random Variables

  • Infinitely many possible values.
  • e.g., Height / Weight

Weighing Scale

Statisticale simulatie in Python

Introduction to random variables

Continuous Random Variables

  • Infinitely many possible values.
  • e.g., Height / Weight Weighing Scale

Discrete Random Variables

  • Finite set of possible values.
  • e.g., Outcomes of a six-sided die Dice
Statisticale simulatie in Python

Probability distributions

Continuous Probability Distributions

Normal Distribution

Statisticale simulatie in Python

Probability distributions

Continuous Probability Distributions

Normal Distribution

Discrete Probability Distributions

Binomial Distribution

Statisticale simulatie in Python

Let's practice!

Statisticale simulatie in Python

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