Master the Bias-Variance Trade-Off in Machine Learning 🔍
Unlock the key to improving your ML models with our in-depth course on the bias-variance trade-off. Perfect for engineering and science applications!
NPTEL-NOC IITM
27.7K views • May 6, 2019
About this video
Welcome to 'Machine Learning for Engineering & Science Applications' course !
This lecture explores the crucial concept of the bias-variance trade-off in machine learning. It explains the relationship between model complexity, bias, variance, and generalization error. The lecture uses illustrations to demonstrate how to analyze and manage the bias-variance trade-off, aiming to improve model performance and prevent overfitting or underfitting.
NPTEL Courses permit certifications that can be used for Course Credits in Indian Universities as per the UGC and AICTE notifications.
To understand various certification options for this course, please visit https://nptel.ac.in/courses/106106198
#BiasVarianceTradeOff #ModelComplexity #Overfitting #Underfitting #GeneralizationError
This lecture explores the crucial concept of the bias-variance trade-off in machine learning. It explains the relationship between model complexity, bias, variance, and generalization error. The lecture uses illustrations to demonstrate how to analyze and manage the bias-variance trade-off, aiming to improve model performance and prevent overfitting or underfitting.
NPTEL Courses permit certifications that can be used for Course Credits in Indian Universities as per the UGC and AICTE notifications.
To understand various certification options for this course, please visit https://nptel.ac.in/courses/106106198
#BiasVarianceTradeOff #ModelComplexity #Overfitting #Underfitting #GeneralizationError
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Video Information
Views
27.7K
Likes
202
Duration
26:18
Published
May 6, 2019
User Reviews
4.2
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