{"product_id":"agile-machine-learning-effective-machine-learning-inspired-by-the-agile-manifesto-9781484251065","title":"Agile Machine Learning: Effective Machine Learning Inspired by the Agile Manifesto","description":"\u003cp\u003e • Author(s): Eric Carter\u003cbr\u003e • Publisher: Springer Verlag\u003cbr\u003e • Publisher Imprint: Springer\u003cbr\u003e • Subject: Communication, Mass Media and Journalism\u003cbr\u003e • BISAC: Programming - Microsoft\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eFrom the Back Cover\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eBuild resilient applied machine learning teams that deliver better data products through adapting the guiding principles of the Agile Manifesto.\u003c\/p\u003e\u003cp\u003eBringing 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. \u003ci\u003eAgile Machine Learning\u003cb\u003e \u003c\/b\u003e\u003c\/i\u003eteaches 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.\u003c\/p\u003e\u003cp\u003eThe 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.\u003c\/p\u003e\u003cp\u003eWhat You'll Learn: \u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eEffectively run a data engineering team that is metrics-focused, experiment-focused, and data-focused\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eMake sound implementation and model exploration decisions based on the data and the metrics\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eKnow the importance of data wallowing: analyzing data in real time in a group setting\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eRecognize the value of always being able to measure your current state objectively\u003cbr\u003e\n\u003c\/li\u003e\n\u003cli\u003eUnderstand data literacy, a key attribute of a reliable data engineer, from definitions to expectations\u003cbr\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis book is for\u003cb\u003e \u003c\/b\u003eanyone 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.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e","brand":"Springer Verlag","offers":[{"title":"Paperback","offer_id":45091010445463,"sku":"9781484251065","price":5509.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781484251065.webp?v=1769203478","url":"https:\/\/atlanticbooks.com\/products\/agile-machine-learning-effective-machine-learning-inspired-by-the-agile-manifesto-9781484251065","provider":"Atlantic Books","version":"1.0","type":"link"}