Decision Tree Modeling Using R Certification Training Program

Enroll in Zeblearns Decision Tree Modeling Using R Certification Training Program to master the techniques of building predictive models using decision trees in R. Learn about decision tree algorithms, data preprocessing, model evaluation, and interpretation. Gain hands-on experience through practical exercises and real-world projects. Prepare for industry-recognized certifications in decision tree modeling with R. Equip yourself with the skills needed to leverage decision trees for predictive analytics effectively. Register now for comprehensive training with Zeblearn.

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Course content

About Decision Tree Modeling Using R Certification Training Program

Section Overview

Need of a Decision Tree

Anatomy of a Decision Tree

Gain From a Decision Tree

KS of a Decision Tree

Business Application of a Decision Tree

Definitions Related to Objective Segmentation

Decision Tree vs Logistic Regression

Check Basic Understanding of Decision Tree

Model Design in Principal

Model Design Precautions

Model Design Outcome

Performance Window Design

Check Basic Understanding of Model Design

Understand the Data for Demo

View Resource to Download Files

How to Download Excel Files, R Program, etc.

Install R and R Studio

First Decision Tree in R

Second Decision Tree in R

About New Additions in the Course Work

Intuitive Understanding of Numeric Variable Split

GINI Index of a Node

GINI Index of a Split

CART in Action: Decide Which Variable and Its Value for the Split

Practical Approach to Decision Tree Development

Some Practical Situations of Decision Tree Model Validation

Implementing Decision Tree Model

Auto Pruning Technique of Decision Tree Development Part 1

K-Fold Cross Validation

Auto Pruning Using R

Developing Regression Tree Using R

Interpret Regression Tree Output

Another Regression Tree Using R

Practical Usage of Regression Tree - Demo Part 1

Practical Usage of Regression Tree - Demo Part 2

Practical Usage of Regression Tree - Assignment

Practical Usage of Regression Tree - Assignment Solution

Linear Regression vs Regression Tree

CHAID Algorithm

CHAID vs CART

Check Basic Understanding of Algorithm Behind Decision Tree

FAQ - For Algorithm Behind Decision Tree Section

Section PDF

Appendix Content - Chi Square Statistic

Appendix Content - Feel the Chi Square Statistic

Appendix Content - Degree of Freedom of a Cross Tab

Appendix Content - Chi Square Distribution

Entropy of a Node

Entropy of a Split

ID3 Method

Random Forest Method

R Syntax for Random Forest

Ensemble Learning - Bagging and Boosting

Check Basic Understanding of Algorithm Behind Decision Tree

Section FAQ - Other Algorithms of Decision Tree

Introduction to Gradient Boosting

Why Should You Learn Decision Tree Modeling Using R Certification Training?

The annual salary of an Decision Tree Modeling Using R Certification is $125k.

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