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 -------------------------------------------------------------------------------------------- Book links -------------------------------------------------------------------------------------------- Intro to Statistical Learning: https://www.statlearning.com/ Applied Predictive Modeling: http://appliedpredictivemodeling.com/ -------------------------------------------------------------------------------------------- Save 20% off my machine learning online courses -------------------------------------------------------------------------------------------- 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 -------------------------------------------------------------------------------------------- Video Chapters -------------------------------------------------------------------------------------------- 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