Practical DataOps: Delivering Agile Data Science At Scale


Practical DataOps: Delivering Agile Data Science At Scale
Authors: Harvinder Atwal
Year: 2020
Publisher: Apress
Language: English
ISBN 13: 9781484251041
ISBN 10: 1484251040
Categories: Computers, Networking
Pages: 320 / 319
Edition: 1

Availability: 5000 in stock

SKU: 9781484251041 Categories: ,

Practical DataOps: Delivering Agile Data Science At Scale Harvinder Atwal
Gain a practical introduction to DataOps, a new discipline for delivering data science at scale inspired by practices at companies such as Facbook, Uber, LinkedIn, Twitter, and eBay. Organizations need more than the latest AI algorithms, hottest tools, and best people to turn data into insight-driven action and useful analytical data products. Processes and thinking employed to manage and use data in the 20th century are a bottleneck for working effectively with the variety of data and advanced analytical use cases that organizations have today. This book provides the approach and methods to ensure continuous rapid use of data to create analytical data products and steer decision making. Practical DataOps shows you how to optimize the data supply chain from diverse raw data sources to the final data product, whether the goal is a machine learning model or other data-orientated output. The book provides an approach to eliminate wasted effort and improve collaboration between data producers, data consumers, and the rest of the organization through the adoption of lean thinking and agile software development principles.
This book helps you to improve the speed and accuracy of analytical application development through data management and DevOps practices that securely expand data access, and rapidly increase the number of reproducible data products through automation, testing, and integration. The book also shows how to collect feedback and monitor performance to manage and continuously improve your processes and output. Categories:
Computers – Networking
ISBN 10:
ISBN 13:
50 MB


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Practical DataOps: Delivering Agile Data Science At Scale

Availability: 5000 in stock