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Train a Supervised Machine Learning Model

Table of contents

  • Part 1

    Understand the Process of Training a Model

    • 1

      Think Through a Classification Task

    • 2

      Build a Model by Hand

    • 3

      Build a Model With Python

    • Quiz: Understand the Process of Training a Model

  • Part 2

    Prepare Your Data With Feature Engineering

    • 1

      Clean Your Data

    • 2

      Create New Features From Existing Features

    • Quiz: Apply Your Feature Engineering Skills to the Titanic Dataset

  • Part 3

    Build a Classification Model

    • 1

      Understand the Decision Trees Algorithm

    • 2

      Understand the Logistic Regression Algorithm

    • 3

      Build and Evaluate a Classification Model

    • Quiz: Build a Classification Model With the Titanic Dataset

  • Part 4

    Build a Regression Model

    • 1

      Understand the Linear Regression Algorithm

    • 2

      Understand the KNN Algorithm

    • 3

      Build and Evaluate a Regression Model

    • Quiz: Build a Regression Model With the House Price Dataset

Understand the Process of Training a Model

Test your knowledge!

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Question 1

Question 2