Machine Learning with Python: Logistic Regression

Get an introduction to logistic regression by exploring how to build supervised machine learning models with Python.

Introduction

• Classifying data with logistic regression
• What you should know
• Using the exercise files
• Using GitHub Codespaces with this course

1. Regression

• What is regression?
• The anatomy of a regression model
• Common types of regression

2. Logistic Regression

• What is logistic regression?
• Making predictions with logistic regression
• Interpreting the coefficients of logistic regression
• Why and when to use logistic regression

3. Classifying Data with Logistic Regression

• How to explore data for logistic regression in Python
• How to prepare data for logistic regression in Python
• How to build a logistic regression model in Python
• How to interpret a logistic regression model in Python

Conclusion

• Next steps