Statistical Simulation in Python

Statistical Simulation in Python

Tushar Shanker

Data Scientist

Topics covered

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

Introduction to random variables

Continuous Random Variables

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

Weighing Scale

Statistical Simulation 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
Statistical Simulation in Python

Probability distributions

Continuous Probability Distributions

Normal Distribution

Statistical Simulation in Python

Probability distributions

Continuous Probability Distributions

Normal Distribution

Discrete Probability Distributions

Binomial Distribution

Statistical Simulation in Python

Let's practice!

Statistical Simulation in Python

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