Build resilient applied machine learning teams that deliver better data products through adapting the guiding principles of the Agile Manifesto. Bringing 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. Agile Machine Learning 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. The 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. What You'll Learn Effectively run a data engineering team that is metrics-focused, experiment-focused, and data-focused Make sound implementation and model exploration decisions based on the data and the metrics Know the importance of data wallowing: analyzing data in real time in a group setting Recognize the value of always being able to measure your current state objectively Understand data literacy, a key attribute of a reliable data engineer, from definitions to expectations Who This Book Is For Anyone 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.

Happenings are very much still happening - more than enough reason to launch a sequel to our first event-themed title. In the age of social media, the event is becoming a mass-marketing campaign that targets a global audience. And its reach is far greater if it's both memorable and photogenic. Happening 2 covers over 60 stunning spectacles - from fashion shows to festivals and exhibitions to exclusive product launches - that leave lasting impressions. Events offer designers the perfect testing ground; they are ideal opportunities to experiment with spatial perception and sensory experiences. Happening 2 travels the globe to cover memorable moments by the likes of Bureau Betak, Bompas & Parr, MVRDV, Snarkitecture and TeamLab, revealing how the designers translated their concepts from page to platform. The event industry monumentalizes the fleeting, and Happening 2 does the same.