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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

I was just promoted to Intelligence Advisor for the Prison System, and the Elevify course was crucial for me to be chosen.
EmersonPolice Investigator
The course was essential to meet the expectations of my boss and the company I work for.
SilviaNurse
Great course. A lot of valuable information.
WiltonCivil Firefighter

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