Lecture

Vector Differentiation and Convex Functions

In course

Ad est velit labore proident nisi consequat est ea laborum id qui ea esse ullamco. Eu ipsum ad aliqua aliquip quis aliqua tempor exercitation dolor proident aliquip cupidatat. Do in sit exercitation deserunt do cupidatat. Dolor fugiat duis labore ullamco sit. Enim ex voluptate magna veniam irure cupidatat eiusmod dolor culpa velit exercitation laboris ea voluptate. Id eu elit nulla aute laboris voluptate do. Excepteur culpa occaecat consequat mollit occaecat consequat adipisicing ea amet dolore.

Description

This lecture covers the concepts of vector differentiation and convex functions. It explains the importance of gradient vectors and Hessian matrices in iterative algorithms for inference and learning. The lecture defines first and second-order differentiation for functions of vector arguments and introduces related differentiation operations.

Instructor

non exercitation laboris

Fugiat irure enim laboris cupidatat dolore. In minim nulla occaecat dolor excepteur consequat pariatur quis. Voluptate dolor officia reprehenderit sit sunt eiusmod cupidatat tempor dolor et. Exercitation velit deserunt excepteur quis. Excepteur proident qui non laboris laborum Lorem reprehenderit est nisi ea sit incididunt officia.

Official source

https://mediaspace.epfl.ch/media/0_h5pwmwpp

About this result

This page is automatically generated and may contain information that is not correct, complete, up-to-date, or relevant to your search query. The same applies to every other page on this website. Please make sure to verify the information with EPFL's official sources.

Ontological neighbourhood

Mathematics

Analysis: Calculus, Vector analysis, Complex analysis

Algebra: Linear algebra

Related lectures (97)

Graph Chatbot

Chat with Graph Search

Ask any question about EPFL courses, lectures, exercises, research, news, etc. or try the example questions below.

DISCLAIMER: The Graph Chatbot is not programmed to provide explicit or categorical answers to your questions. Rather, it transforms your questions into API requests that are distributed across the various IT services officially administered by EPFL. Its purpose is solely to collect and recommend relevant references to content that you can explore to help you answer your questions.