Mastering the Confusion Matrix in Machine Learning 📊

Learn how the Confusion Matrix, combined with Cross Validation, helps you evaluate and improve your machine learning models effectively. Perfect for beginners and experts alike!

Mastering the Confusion Matrix in Machine Learning 📊
StatQuest with Josh Starmer
864.4K views • Oct 29, 2018
Mastering the Confusion Matrix in Machine Learning 📊

About this video

One of the fundamental concepts in machine learning is the Confusion Matrix. Combined with Cross Validation, it's how we decide which machine learning method would be best for our dataset. Check out the video to find out how!

NOTE: This video illustrates the confusion matrix concept as described in the Introduction to Statistical Learning, page 145.

Also, if you're not already familiar with cross validation, check out the Quest: https://youtu.be/fSytzGwwBVw

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https://statquest.org/video-index/

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Lastly, a big thanks goes to Cesar Diniz for the Portuguese subtitles.

0:00 Awesome song and introduction
0:24 Motivation for confusion matrices
1:38 Definition of confusion matrix and related terminology
2:44 Confusion matrix example
3:41 Comparing confusion matrices
4:47 A 3x3 confusion matrix.
6:20 Large confusion matrices
6:38 Summary of concepts and main ideas

#statquest #confusionmatrix #ML

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Video Information

Views

864.4K

Likes

19.6K

Duration

7:13

Published

Oct 29, 2018

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