Related Books
Language: en
Pages: 211
Pages: 211
Type: BOOK - Published: 2019 - Publisher:
In this thesis, we present several contributions of large scale optimization methods with the applications in data science and machine learning. In the first pa
Language: en
Pages: 0
Pages: 0
Type: BOOK - Published: 2021 - Publisher:
Large-scale optimization problems appear quite frequently in data science and machine learning applications. In this thesis, we show the efficiency of coordinat
Language: en
Pages: 239
Pages: 239
Type: BOOK - Published: 2022-04-21 - Publisher: Cambridge University Press
A concise text that presents and analyzes the fundamental techniques and methods in optimization that are useful in data science.
Language: en
Pages: 509
Pages: 509
Type: BOOK - Published: 2012 - Publisher: MIT Press
An up-to-date account of the interplay between optimization and machine learning, accessible to students and researchers in both communities. The interplay betw
Language: en
Pages: 492
Pages: 492
Type: BOOK - Published: 2016-05-26 - Publisher: Springer
The main objective of this book is to provide the necessary background to work with big data by introducing some novel optimization algorithms and codes capable