{"product_id":"agile-machine-learning","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.\u003cstrong\u003e\u003ci\u003eAgile Machine Learning\u003c\/i\u003e\u003c\/strong\u003e 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.\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\u003cstrong\u003eWhat You'll Learn\u003c\/strong\u003e \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eEffectively run a data engineeringteam 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\u003cstrong\u003e\u003cbr\u003e\u003c\/strong\u003e \u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho This Book Is For\u003c\/strong\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","brand":"None","offers":[{"title":"Couverture souple","offer_id":46249075212498,"sku":"9781484251065","price":116.95,"currency_code":"CAD","in_stock":true},{"title":"Livre numérique Kobo","offer_id":46249075245266,"sku":"a12be2b1-75a3-3897-bd04-6b210c564bad","price":95.99,"currency_code":"CAD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0655\/8980\/5233\/files\/1_d3c99ed2-b6ae-4add-a5e7-da6bb618573d.jpg?v=1762774321","url":"https:\/\/www.indigo.ca\/fr\/products\/agile-machine-learning","provider":"Indigo","version":"1.0","type":"link"}