Business, Finance & Law      E-Commerce

The Technological Emergence of AutoML: A Survey of Performant Software and Applications in the Context of Industry (Foundations and Trends® in Information Systems)

(0 reviews)
Condition
Quantity
(275 available)
Share
Book Details
Language
English
Publishers
Now Publishers (18 Jan. 2024)
Weight
0.38 KG
Publication Date
18/01/2024
ISBN-10
1638283222
Pages
268 pages
ISBN-13
9781638283225
Dimensions
15.6 x 1.42 x 23.39 cm
SKU
9781638283225
Author Name
Alexander Scriven (author) (Author)
Read More

Reviews & Ratings

out of 5.0
(0 reviews)
There have been no reviews for this product yet.
The Technological Emergence of AutoML presents a comprehensive snapshot of how AutoML has permeated into mainstream use within the early 2020s. This work surveys both their implementation and application in the context of industry.

It also defines what a 'performant' AutoML system is - HCI support is valued highly here - and assesses how the current crop of available packages and services lives up to expectations. To do so in a systematic manner, this survey is structured as follows.

Section 2 begins by elaborating on the notion of an ML workflow, conceptually framing AutoML in terms of the high-level operations required to develop, deploy and maintain an ML model. Section 3 uses this workflow to support the introduction of industry-related stakeholders and their interests/obligations.

These requirements are unified into a comprehensive set of criteria, supported by methods of assessment, that determine whether an AutoML system can be considered performant. Section 4 launches the survey in earnest, assessing the nature and capabilities of existing AutoML technology beginning with an examination of open-source AutoML packages.

The section additionally investigates AutoML systems that are designed for specific domains, as well as commercial products. Subsequently, Section 5 assesses where AutoML technology has been used and how it has fared.

Academic work focusing on real-world applications is surveyed, as are vendor-based case studies. All key findings and assessments are then synthesized in Section 6, with commentary around how mature AutoML technology is, as well as whether there are obstacles and opportunities for future uptake.

Finally, Section 7 provides a concluding overview on the technological emergence of AutoML. .

Frequently Bought Products

Product Queries (0)

Login Or Registerto submit your questions to seller

Other Questions

No none asked to seller yet

Bookiyos Books Solutions - Quality Books, Unbeatable Prices

Bookiyos Books Solutions is your premier online bookstore offering a vast selection of over 5 crore books. Whether you're looking for the latest releases, timeless classics, or rare finds, we have something for every reader. Our platform serves customers worldwide, including the USA, UK, and Europe, with fast delivery and easy return policies to ensure a hassle-free shopping experience. Discover daily updates, exclusive deals, and a comprehensive collection of books that cater to all your reading needs. Shop with confidence at Bookiyos, where quality books and unbeatable prices meet.

Why Choose Bookiyos?

Extensive Inventory: New, old, and rare books available.
Fast Delivery: Same or next-day shipping.
Easy Returns: Hassle-free refund and return policies.
Global Reach: Serving customers in the USA, UK, Europe, and beyond.
Daily Updates: Thousands of new titles added every day.
Join our community of book lovers and start your literary journey with Bookiyos Books Solutions today!