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Agile machine learning : effective machine learning inspired by the agile manifesto.
- Publication Year :
- 2019
-
Abstract
- Summary: Build resilient applied machine learning teams that deliver better data products through adapting the guiding principles of the Agile Manifesto. Bringing together talented people to create a great applied machine learning team is no small feat. With developers and data scientists both contributing expertise in their respective fields, communication alone can be a challenge. Agile Machine Learning teaches you how to deliver superior data products through agile processes and to learn, by example, how to organize and manage a fast-paced team challenged with solving novel data problems at scale, in a production environment. The authors' approach models the ground-breaking engineering principles described in the Agile Manifesto. The book provides further context, and contrasts the original principles with the requirements of systems that deliver a data product. What You'll Learn Effectively run a data engineering team that is metrics-focused, experiment-focused, and data-focused Make sound implementation and model exploration decisions based on the data and the metrics Know the importance of data wallowing: analyzing data in real time in a group setting Recognize the value of always being able to measure your current state objectively Understand data literacy, a key attribute of a reliable data engineer, from definitions to expectations Who This Book Is For Anyone who manages a machine learning team, or is responsible for creating production-ready inference components. Anyone responsible for data project workflow of sampling data; labeling, training, testing, improving, and maintaining models; and system and data metrics will also find this book useful. Readers should be familiar with software engineering and understand the basics of machine learning and working with data.
- Subjects :
- Machine learning
Electronic books
Subjects
Details
- Language :
- English
- ISBN :
- 9781484251065 (pbk.)
- ISBNs :
- 9781484251065
- Database :
- Jio Institute Digital Library Catalog
- Journal :
- Agile machine learning : effective machine learning inspired by the agile manifesto / by Eric Carter, Matthew Hurst.
- Notes :
- Includes bibliographical references and index.
- Publication Type :
- Book
- Accession number :
- jlc.oai.folio.org.fs00001072.00d1e0f2.0ff5.4ac0.8f0f.b3014299355e
- Document Type :
- Online; Non-fiction