Master the Bias-Variance Tradeoff: The Key to Better Machine Learning Models 📊

⬇️ Get the file and follow along: https://bit.ly/47fHpra

Are you ready to learn the most important concept in real-world machine learning?

This crash course is a purely intuitive introduction to the bias-variance tradeoff. Knowledge of the bias-variance tradeoff is critical for you to craft the most useful machine learning models.


☕ If you found this content useful and would like to support the channel, you can buy me a coffee: https://www.buymeacoffee.com/DaveOnData


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Book links
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Intro to Statistical Learning:
https://www.statlearning.com/

Applied Predictive Modeling:
http://appliedpredictivemodeling.com/


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Save 20% off my machine learning online courses
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Use coupon YOUTUBE.

Learn decision trees and the mighty random forest:
https://bit.ly/TDWIIntroToML

Cluster Analysis with Python online course:
https://bit.ly/ClusterAnalysisWithPythonCourse


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Video Chapters
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00:00 Intro
01:33 Underfitting & Overfitting
05:41 Dave Heads Down to the Pub
13:45 High Bias, Low Variance Model
17:06 Low Bias, High Variance Model
19:36 Supervising the Data
27:04 Cross-Validation
35:26 Continue Your Learning

#machinelearning #biasvariance #biasvariancetradeoff