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Learn about the least mean square method for linear regression in this 78-minute lecture that explores fundamental machine learning concepts. Discover how to implement learning through loss function minimization while gaining practical knowledge of gradient descent and stochastic gradient descent techniques. Delve into the mathematical foundations and practical applications of linear regression using the least mean squares approach, essential for data science and machine learning practitioners.
Syllabus
Lecture 10: Least Mean Squares Regression
Taught by
UofU Data Science