{"product_id":"practical-dataops-delivering-agile-data-science-at-scale-9781484251034","title":"Practical Dataops: Delivering Agile Data Science at Scale","description":"\u003cp\u003e • Author(s): Harvinder Atwal\u003cbr\u003e • Publisher: Apress\u003cbr\u003e • Publisher Imprint: Apress\u003cbr\u003e • BISAC: Database Administration \u0026amp; Management\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003eGain a practical introduction to DataOps, a new discipline for delivering data science at scale inspired by practices at companies such as Facebook, 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.\u003cbr\u003e\u003ci\u003ePractical DataOps\u003c\/i\u003e 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.\u003cbr\u003eThis 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. \u003cbr\u003eYou will: \u003cbr\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eDevelop a data strategy for your organization to help it reach its long-term goals\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eRecognize and eliminate barriers to delivering data to users at scale\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eWork on the right things for the right stakeholders through agile collaboration\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eCreate trust in data via rigorous testing and effective data management\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eBuild a culture of learning and continuous improvement through monitoring deployments and measuring outcomes\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eCreate cross-functional self-organizing teams focused on goals not reporting lines\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eBuild robust, trustworthy, data pipelines in support of AI, machine learning, and other analytical data products\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e","brand":"Apress","offers":[{"title":"Paperback","offer_id":45132101943447,"sku":"9781484251034","price":3176.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781484251034.webp?v=1767906600","url":"https:\/\/atlanticbooks.com\/products\/practical-dataops-delivering-agile-data-science-at-scale-9781484251034","provider":"Atlantic Books","version":"1.0","type":"link"}