Accelerated Optimization for Machine Learning: First-Order Algorithms - Cong Fang,Huan Li,Zhouchen Lin
-25% koodilla BOOKS
Toimitus 17-23 arkipäivässä
30 päivän palautusoikeus
This book on optimization includes forewords by Michael I. Jordan, Zongben Xu and Zhi-Quan Luo. Machine learning relies heavily on optimization to solve problems with its learning models, and first-order optimization algorithms are the mainstream approaches. The acceleration of first-order optimization algorithms is crucial for the efficiency of machine learning. Written by leading experts in the field, thi ... Täydellinen kuvaus
Saatat myös pitää
TOP
Six Not-so-easy Pieces: Einstein's Relativity, Symmetry, and Space-Time
Richard P. Feynman, Robert B. Leighton, Matthew Sands
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Six Easy Pieces: Essentials of Physics Explained by Its Most Brilliant Teacher
Richard P. Feynman, Robert B. Leighton, Matthew Sands
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Behave: The Biology of Humans at Our Best and Worst
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Determined: The Science of Life Without Free Will
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
The Age of Alchemy: How Early Innovators Shaped Modern Chemistry
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
The Secrets of our DNA: How Genetics has Changed the World
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Why We Sleep: Unlocking the Power of Sleep and Dreams
-25% koodilla BOOKS
Varastossa
TOP
Biology: A Global Approach, Global Edition
Neil Campbell, Rebecca Orr, Lisa Urry, Peter Minorsky, Michael Cain, Jane Reece, Steven Wasserman
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Why Machines Learn: The Elegant Maths Behind Modern AI
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
A Short History of Nearly Everything 2.0
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Astrophysics for People in a Hurry: Essays on the Universe and Our Place Within It
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
The Rise and Fall of the Dinosaurs: A New History of a Lost World
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
The Rise and Reign of the Mammals: A New History, from the Shadow of the Dinosaurs to Us
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Learn Faster, Perform Better: A Musician's Guide to the Neuroscience of Practicing
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Beyond Inheritance: Our Ever-Mutating Cells and a New Understanding of Health
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
A Brief History of Time: From the Big Bang to Black Holes
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Thing Explainer: Complicated Stuff in Simple Words
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Introduction to Quantum Mechanics
Darrell F. Schroeter, David J. Griffiths
-25% koodilla BOOKS
Toimittajalla varastossa
TOP
Universe: The Definitive Visual Guide
-25% koodilla BOOKS
Toimittajalla varastossa
Kuvaus
This book on optimization includes forewords by Michael I. Jordan, Zongben Xu and Zhi-Quan Luo. Machine learning relies heavily on optimization to solve problems with its learning models, and first-order optimization algorithms are the mainstream approaches. The acceleration of first-order optimization algorithms is crucial for the efficiency of machine learning. Written by leading experts in the field, this book provides a comprehensive introduction to, and state-of-the-art review of accelerated first-order optimization algorithms for machine learning. It discusses a variety of methods, including deterministic and stochastic algorithms, where the algorithms can be synchronous or asynchronous, for unconstrained and constrained problems, which can be convex or non-convex. Offering a rich blend of ideas, theories and proofs, the book is up-to-date and self-contained. It is an excellent reference resource for users who are seeking faster optimization algorithms, as well asfor graduate students and researchers wanting to grasp the frontiers of optimization in machine learning in a short time.
Lisätietoja
| Kirjoittaja | Cong Fang, Huan Li, Zhouchen Lin |
|---|---|
| Julkaisija | Springer Nature Singapore |
| Julkaisuvuosi | 2020 |
| Kannen tyyppi | Kovakantinen |
| EAN | 9789811529092 |