Course wrap-up video

Foundations of Inference in Python

Paul Savala

Assistant Professor of Mathematics

Bias and sampling

  • Bias and inference
  • Point estimates versus confidence intervals
  • Inference from confidence intervals

A group of people with different colored shirts, but a sample containing only people in green shirts.

Foundations of Inference in Python

Hypothesis testing

  • Parametric tests
  • Non-parametric tests
  • Correlation tests
  • Normality tests
Foundations of Inference in Python

Effect sizes

  • Effect size for means, correlations and categorical variables
  • Multiple comparison problem and corrections
  • Power of a test

A doctor holding a broken cigarette.

A collection of junk food.

Foundations of Inference in Python

Simulation, randomization and meta-analysis

  • Bootstrapping
  • Permutation tests
  • Fisher's method

Small figures being swapped for one another.

Foundations of Inference in Python

DataCamp courses

  • Data-Driven Decision Making for Business
  • Data-Driven Decision Making in SQL
  • Analyzing Social Media Data in Python
  • HR Analytics: Predicting Employee Churn in Python
  • Sampling in Python
Foundations of Inference in Python

Let's practice!

Foundations of Inference in Python

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