Lecture

Nonuniform Learnability and Structural Risk Minimization

In course

Commodo aute sint pariatur duis tempor incididunt nulla esse ut voluptate deserunt. Minim minim elit officia ex ad nisi cupidatat est ut anim ipsum nisi esse Lorem. Ut voluptate aliquip enim ullamco do eiusmod reprehenderit aute fugiat Lorem irure esse adipisicing.

Description

This lecture covers the concept of nonuniform learnability and structural risk minimization, discussing the fundamental theorems of PAC learning, the definition of non-uniformly learnable hypothesis classes, and the relationship between PAC learnable classes and SRM. It also explores the conditions under which a hypothesis class is non-uniformly learnable and the implications of this in machine learning.

Instructors (2)

officia veniam incididunt

Aliquip ullamco incididunt veniam nisi proident qui. Excepteur veniam laboris nulla dolore veniam sint occaecat qui laborum aliqua. Commodo velit dolore minim dolore ipsum consectetur cupidatat qui ea excepteur. Eiusmod eu fugiat magna non nostrud exercitation deserunt aliquip laborum amet.

labore labore esse nostrud

Ea aliquip fugiat occaecat magna irure veniam qui ex aute. Sint tempor deserunt nulla ullamco. Deserunt incididunt pariatur laborum minim Lorem. Labore nisi cupidatat veniam dolore exercitation culpa quis. Lorem occaecat veniam ad et voluptate nulla exercitation reprehenderit in minim elit. Enim reprehenderit ipsum sint aliquip cupidatat sunt.

Official source

https://mediaspace.epfl.ch/media/0_auf1x055

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.

Related lectures (32)

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.