top of page
Churn Analysis in Subscription-Based Businesses from Prediction to Inference

**All code used have been uploaded to Github**

This task lets us implement a simple machine learning algorithm, such as ID3 decision tree algorithm or perceptron training algorithm or integration method. The task also includes a reflection report on our development, testing solutions and results. Here I am using an application of ID3 decision tree algorithm.

The general outline of this post is as follows:

  1. Introduction to Decision Tree

  2. What is ID3 Algorithm and how does it work?

  3. Explain the role of entropy and information gain and how they work.

  4. Experiment Design and Evaluation 

  5. Conclusion

Tools: ​Python & Goggle Colab

Introduction

Figure 1 # Entropy calculation function

Thanks for your time and reading.

#DecisionTree #ID3 #Entropy #InfoGain

  • Facebook
  • Twitter
  • LinkedIn
bottom of page