Statistical Simulation in Python

Mô phỏng Thống kê bằng Python

Tushar Shanker

Data Scientist

Topics covered

  • Basics of randomness & simulation.
  • Simulation & probability.
  • Bootstrapping and resampling methods.
  • Advanced applications of simulation.
Mô phỏng Thống kê bằng Python

Introduction to random variables

Continuous Random Variables

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

Weighing Scale

Mô phỏng Thống kê bằng 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
Mô phỏng Thống kê bằng Python

Probability distributions

Continuous Probability Distributions

Normal Distribution

Mô phỏng Thống kê bằng Python

Probability distributions

Continuous Probability Distributions

Normal Distribution

Discrete Probability Distributions

Binomial Distribution

Mô phỏng Thống kê bằng Python

Let's practice!

Mô phỏng Thống kê bằng Python

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