{"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\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. \u003cb\u003e\u003ci\u003eAgile Machine Learning \u003c\/i\u003e\u003c\/b\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\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003e What You'll Learn\u003c\/b\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\u003e\u003cb\u003e\u003cbr\u003e\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003c\/p\u003e\u003cp\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\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/22\/2019\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781484251065\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 248\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.04lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.56d","brand":"Eric Carter, Matthew Hurst","offers":[{"title":"Default Title","offer_id":36653281837212,"sku":"9781484251065","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_850ea208-01dc-476c-93ee-29c161c6f06e.jpg?v=1603881412","url":"https:\/\/pastforward.org\/products\/agile-machine-learning-effective-machine-learning-inspired-by-the-agile-manifesto-9781484251065","provider":"Past Forward","version":"1.0","type":"link"}