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LinkedIn Learning

Machine Learning with Python: Logistic Regression

via LinkedIn Learning

Overview

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

Syllabus

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

Taught by

Frederick Nwanganga

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