Training Data for Machine Learning by Anthony Sarkis

Training Data for Machine Learning by Anthony Sarkis

Your training data has as much to do with the success of your data project as the algorithms themselves--most failures in deep learning systems relate to training data. But while training data is the foundation for successful machine learning, there are few comprehensive resources to help you ace the process. This hands-on guide explains how to work with and scale training data. Data science professionals and machine learning engineers will gain a solid understanding of the concepts, tools, and processes needed to: Design, deploy, and ship training data for production-grade deep learning applications Integrate with a growing ecosystem of tools Recognize and correct new training data-based failure modes Improve existing system performance and avoid development risks Confidently use automation and acceleration approaches to more effectively create training data Avoid data loss by structuring metadata around created datasets Clearly explain training data concepts to subject matter experts and other shareholders Successfully maintain, operate, and improve your system

SKU	Unavailable
ISBN 13	9781492094524
ISBN 10	1492094528
Title	Training Data for Machine Learning
Author	Anthony Sarkis
Condition	Unavailable
Binding Type	Paperback
Publisher	O'Reilly Media
Year published	2023-12-19
Number of pages	329
Cover note	Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
Note	Unavailable