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Learn about identifying local minima in unconstrained optimization through first and second order conditions in this 16-minute lecture from NPTEL-NOC IITM. Explore the concept of function minimizers, Taylor's theorem applications, and both necessary and sufficient conditions for optimization. Follow the detailed proof of first order conditions and understand how to identify descent directions, providing a foundation for various optimization algorithms.
Syllabus
Unconstrained optimization - 2 - Identifying a local minima - 1st and 2nd order conditions
Taught by
NPTEL-NOC IITM