Statistical Simulation in Python

Simulazione statistica in Python

Tushar Shanker

Data Scientist

Topics covered

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

Introduction to random variables

Continuous Random Variables

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

Weighing Scale

Simulazione statistica 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
Simulazione statistica in Python

Probability distributions

Continuous Probability Distributions

Normal Distribution

Simulazione statistica in Python

Probability distributions

Continuous Probability Distributions

Normal Distribution

Discrete Probability Distributions

Binomial Distribution

Simulazione statistica in Python

Let's practice!

Simulazione statistica in Python

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