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Learn about Newton methods for optimization in this 16-minute lecture that introduces the fundamental concepts of Newton's approach to finding minima or maxima of functions. Explore related conjugate gradient techniques including the Fletcher-Reeves method and Polak-Ribiere method, which are important iterative algorithms for solving large-scale optimization problems. Understand how these powerful mathematical tools work and their applications in numerical analysis and computational mathematics.
Syllabus
Intro to Newton methods
Taught by
NPTEL-NOC IITM