{"product_id":"effective-machine-learning-teams-best-practices-for-ml-practitioners-9781098144630","title":"Effective Machine Learning Teams: Best Practices for ML Practitioners","description":"\u003cp\u003eGain the valuable skills and techniques you need to accelerate the delivery of machine learning solutions. With this practical guide, data scientists, ML engineers, and their leaders will learn how to bridge the gap between data science and Lean product delivery in a practical and simple way. David Tan, Ada Leung, and Dave Colls show you how to apply time-tested software engineering skills and Lean product delivery practices to reduce toil and waste, shorten feedback loops, and improve your team's flow when building ML systems and products. \u003c\/p\u003e\u003cp\u003e Based on the authors' experience across multiple real-world data and ML projects, the proven techniques in this book will help your team avoid common traps in the ML world, so you can iterate and scale more quickly and reliably. You'll learn how to overcome friction and experience flow when delivering ML solutions. \u003c\/p\u003e\u003cp\u003e You'll also learn how to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eWrite automated tests for ML systems, containerize development environments, and refactor problematic codebases \u003c\/li\u003e\n\u003cli\u003eApply MLOps and CI\/CD practices to accelerate experimentation cycles and improve reliability of ML solutions \u003c\/li\u003e\n\u003cli\u003eApply Lean delivery and product practices to improve your odds of building the right product for your users \u003c\/li\u003e\n\u003cli\u003eIdentify suitable team structures and intra- and inter-team collaboration techniques to enable fast flow, reduce cognitive load, and scale ML within your organization \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e David Tan,Ada Leung,David Colls\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/09\/2024\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 399\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.41lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.82d\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098144630\u003cbr\u003e\u003cp\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003e\u003cb\u003e\u003ci\u003eColls, David:\u003c\/i\u003e\u003c\/b\u003e - David \"Dave\" Colls is a technology leader with broad experience helping software and data teams deliver great results. David's technical background is in engineering design, simulation, optimization, and large-scale data-processing software. At Thoughtworks, he has led numerous agile and lean transformation projects, and most recently he established the Data and AI practice in Australia. In his practice leadership role, he develops new ML services, consults on ML strategy, and provides leadership to the delivery of ML initiatives.\u003cb\u003e\u003ci\u003eTan, David:\u003c\/i\u003e\u003c\/b\u003e - David Tan is a Senior ML Engineer at Thoughtworks. He has worked on multiple data and machine learning projects and applied time-tested software engineering practices to help teams iterate more quickly and reliably in the machine learning development lifecycle.\u003cb\u003e\u003ci\u003eLeung, Ada:\u003c\/i\u003e\u003c\/b\u003e - Ada Leung is a Senior Business Analyst at Thoughtworks. She has technology delivery experience across several industries and her experience includes breaking down complex problems in varying domains, including customer facing applications, scaling of ML solutions, and more recently, data strategy and delivery of data platforms. She has been part of exemplar cross-functional delivery teams, both in-person and remotely, and is an advocate of cultivation as a way to build high performing teams.\u003c\/p\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":43961199198323,"sku":"9.7811E+12","price":72.95,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0555\/9255\/0515\/files\/img_0f0756ff-f7c0-4e99-8611-b936fca2b825.jpg?v=1759924787","url":"https:\/\/bookstorenmore.com\/en-de\/products\/effective-machine-learning-teams-best-practices-for-ml-practitioners-9781098144630","provider":"Bookstore N More","version":"1.0","type":"link"}