Course Features

  • Intuitive

    Metric definitions don't have to be complicated! This course aims to teach you top classification metrics in a highly relatable way.

  • Visual

    Let's tap into your natural learning style. Presented in a highly visual way, these videos SHOW rather than TELL.

  • Applicable

    Sure, knowing definitions is great, but true mastery means you can select an appropriate metric for your problem. Learn how in this course!

Course Curriculum

    1. Preface: Hard Classifications = Class Predictions

    2. Confusion Matrix

    3. Accuracy, Precision, and Recall

    4. F-beta Scores

    5. Classification Metrics by Other Names

    6. Quiz: Hard Classification Metrics

    1. Preface: Soft Classifications = Class Probabilities

    2. ROC AUC

    3. Log Loss

    4. Extending Metrics to Multiclass Problems

    5. Quiz: Soft Classification Metrics

    1. Preface: Classification Metrics in Practice

    2. A Reference for Lesser-Known Classification Metrics

    3. Classification Metrics Selection Guide

    4. Case Studies

    5. Case Studies [SOLUTION]

    1. Congratulations!

    2. Course Conclusion and Cheat Sheet

    3. Classification Metrics Quiz

    4. Conclusion Survey

    5. Course Certificate

About this course

  • $19.00
  • 24 lessons

Your path to expertise begins here.

Join now to deepen your knowledge about metrics. Stop forgetting metric definitions and start tailoring your metrics to your classification problems.