Opening book details…
Can I read Training Data for Machine Learning: Human Supervision from Annotation to Data Science on EtoBox?
Training Data for Machine Learning: Human Supervision from Annotation to Data Science by Anthony Sarkis is a nonfiction available to read on EtoBox.
What is Training Data for Machine Learning: Human Supervision from Annotation to Data Science about?
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
Who reads Training Data for Machine Learning: Human Supervision from Annotation to Data Science?
It is typically read by self-directed learners exploring a subject in depth.
Common subject areas: history, science, philosophy, social sciences.
- Author
- Anthony Sarkis
- Publisher
- O'Reilly Media, Incorporated
- Published
- 2021
- Language
- EN
- ISBN
- 9781492094524
- Category
- nonfiction
Other editions & translations
- Training Data for Machine Learning: Human Supervision from Annotation to Data Science (2023)
- Training Data for Machine Learning: Human Supervision from Annotation to Data Science (Seventh release) (2023)
- Training Data for Machine Learning: Human Supervision from Annotation to Data Science (2022)
- Training Data for Machine Learning: Human Supervision from Annotation to Data Science (8th Early release) (2023)
More by Anthony Sarkis
Browse all works by Anthony Sarkis
Similar books
- Training Data for Machine Learning Models (for True Epub) — Anthony Sarkis (2021)
- Natural Language Annotation for Machine Learning — James Pustejovsky and Amber Stubbs
- Machine Learning Algorithms: A Reference Guide to Popular Algorithms for Data Science and Machine Learning — Giuseppe Bonaccorso (2017)
- Human-in-the-Loop Machine Learning : Active Learning and Annotation for Human-centered AI — Robert (Munro) Monarch (2021)
- Hands-On Data Science and Python Machine Learning — Frank Kane (2017)
- Machine Learning Quick Reference : Quick and Essential Machine Learning Hacks for Training Smart Data Models — Rahul Kumar (2019)