https://app.pluralsight.com/library/courses/tree-based-models-classification/table-of-contents
Building Decision Trees
- Recognizing Classification Problems
- Solving Classification Problems with Decision Trees
- Building a Decision Tree
Predicting Survival on the Titanic Using a Decision Tree
- Formulating the Problem
- Preprocessing the Dataset
- Ranking Important Features
- Understanding the Steps in Building a Decision Tree
- Building a Decision Tree
- Visualizing the Decision Tree
- Controlling the Tree Characteristics
- Measuring the Performance of the Tree
Using Ensembles of Algorithms to Overcome Overfitting
- Recognizing the Causes for Overfitting
- Using Ensemble Learning to Avoid Overfitting
Predicting Survival on the Titanic Using Random Forests
- Understanding the Random Forests Technique
- Implementing Random Forests
Predicting Survival on the Titanic Using Gradient Boosted Trees
- Understanding Gradient Boosted Trees
- Implementing Gradient Boosted Trees
- Finding the Best Parameters with Hyper-parameter Tuning