Optimization

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Authors: Steven W. Knox
Cited by: 0

Abstract

Chapter 10 presents useful techniques in optimization, a topic that is required in order to apply most methods in machine learning. Even when relying on existing software for optimization, a machine learning practitioner can be more effective if they understand a variety of optimization methods and their strengths and weaknesses.

Fields of Study & Subjects

Stochastic Gradient Optimization Techniques Advanced Optimization Algorithms Research Machine Learning and Data Classification

Publication details

Journal / source
Machine Learning
Pages
203–234
Publication date
22 January 2026
Language
EN