Machine Learning for Engineering & Science Applications | IIT Madras - #29 Bias Variance Trade Off | Machine Learning for Engineering & Science Applications

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