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Decision Tree Analysis Course

Decision Tree Analysis Course
from 4 to 360h flexible workload
valid certificate in your country

What will I learn?

This Decision Tree Analysis Course teaches you how to set a clear high-cost target, construct transparent trees using Python or R, and adjust key hyperparameters for solid performance. You will manage missing data, class imbalance, and outliers, assess models with ROC, F1, and calibration methods, and share results, risk segmentation, and business recommendations with non-technical stakeholders confidently.

Elevify advantages

Develop skills

  • Decision tree modeling: build interpretable CART models quickly in R and Python.
  • Performance tuning: optimise depth, pruning, and class weights for precise metrics.
  • Cost-sensitive evaluation: establish thresholds using AUC, F1, and business impact.
  • Transparent preprocessing: clean, encode, and engineer features for clear trees.
  • Stakeholder reporting: convert tree outputs into concise pricing and risk insights.

Suggested summary

Before starting, you can change the chapters and workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.
Workload: between 4 and 360 hours

What our students say

Your lessons are perfect. I purchased the one-year package and finally have the opportunity to follow various topics of my interest without needing to change platforms... I thank you for everything you do, I've already recommended you to other people...
Giulio Carlo
Giulio CarloDigital Marketing Student
I like how the lessons are straight to the point and how I can change chapters and skip content I don't need.
Mariana Ferres
Mariana FerresPhotography Student
I like the content and the way videos are presented and transcribed, which speeds up the process!
Luciana Alvarenga
Luciana AlvarengaNail Design Student
The platform is fast, simple to use. The diversity of content and complementary videos really help with learning.
André Felipe
André FelipePrompt Engineering Student

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