Description: Further DetailsTitle: Bayesian Optimization in ActionCondition: NewFormat: HardbackRelease Date: 11/21/2023ISBN-10: 1633439070EAN: 9781633439078ISBN: 9781633439078Publisher: Manning PublicationsDescription: Apply advanced techniques for optimising machine learning processes For machine learning practitioners confident in maths and statistics. Bayesian Optimization in Action shows you how to optimise hyperparameter tuning, A/B testing, and other aspects of the machine learning process, by applying cutting-edge Bayesian techniques. Using clear language, Bayesian Optimization helps pinpoint the best configuration for your machine-learning models with speed and accuracy. With a range of illustrations, and concrete examples, this book proves that Bayesian Optimisation doesn't have to be difficult! Key features include: Train Gaussian processes on both sparse and large data setsCombine Gaussian processes with deep neural networks to make them flexible and expressiveFind the most successful strategies for hyperparameter tuningNavigate a search space and identify high-performing regionsApply Bayesian Optimisation to practical use cases such as cost-constrained, multi-objective, and preference optimisationUse PyTorch, GPyTorch, and BoTorch to implement Bayesian optimisation You will get in-depth insights into how Bayesian optimisation works and learn how to implement it with cutting-edge Python libraries. The book's easy-to-reuse code samples will let you hit the ground running by plugging them straight into your own projects! About the technology Experimenting in science and engineering can be costly and time-consuming, especially without a reliable way to narrow down your choices. Bayesian Optimisation helps you identify optimal configurations to pursue in a search space. It uses a Gaussian process and machine learning techniques to model an objective function and quantify the uncertainty of predictions. Whether you're tuning machine learning models, recommending products to customers, or engaging in research, Bayesian Optimisation can help you make better decisions faster.Language: EnglishCountry/Region of Manufacture: USItem Height: 235mmItem Length: 185mmItem Width: 18mmItem Weight: 774gAuthor: Quan NguyenGenre: Science Nature & MathTopic: Computing & InternetType: Higher EducationRelease Year: 2023 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.
Price: 71.34 USD
Location: GU14 0GT
End Time: 2024-11-24T12:58:44.000Z
Shipping Cost: 0 USD
Product Images
Item Specifics
Return shipping will be paid by: Buyer
All returns accepted: Returns Accepted
Item must be returned within: 30 Days
Refund will be given as: Money back or replacement (buyer's choice)
Return policy details:
Release Date: 11/21/2023
Release Year: 2023
Book Title: Bayesian Optimization in Action
Title: Bayesian Optimization in Action
ISBN-10: 1633439070
EAN: 9781633439078
ISBN: 9781633439078
Country/Region of Manufacture: US
Genre: Science Nature & Math
Topic: Computing & Internet
Number of Pages: 424 Pages
Publication Name: Bayesian Optimization in Action
Language: English
Publisher: Manning Publications Co. LLC
Subject: Data Modeling & Design, Neural Networks
Publication Year: 2023
Item Height: 0.7 in
Type: Textbook
Item Weight: 27.3 Oz
Subject Area: Computers
Author: Quan Nguyen
Item Length: 9.3 in
Item Width: 7.3 in
Series: In Action Ser.
Format: Hardcover