Two decades have passed since the devolution of social care policy, with key differences emerging between the UK’s four systems, but what impact have these differences had? This book presents for the first time research on the perspectives of social care policy makers on the four systems in which they operate and the ways in which they borrow from one another.Drawing on extensive interviews with national and local policy makers across the UK, the book raises vital questions about t...

The past decade has witnessed the broad adoption of artificial intelligence and machine learning (AI/ML) technologies. However, a lack of oversight in their widespread implementation has resulted in some incidents and harmful outcomes that could have been avoided with proper risk management. Before we can realize AI/ML's true benefit, practitioners must understand how to mitigate its risks.This book describes approaches to responsible AI—a holistic framework for improving AI/ML tec...

Karl is a survivor. The night bombings of Dresden when he was a child still haunt him to this day.The terrible whistling sound as the bombs fell through the sky. His mother held him tightly while covering their heads with a heavy blanket. Their windows were blown out as bombs exploded around them.That’s why he didn’t flinch when first confronted by the notorious Nazi criminal in Santa Catarina, Brazil.This is different as he looks directly into the soulless eyes of ...

With social and community services coming under increasing pressure as austerity continues, Unfinished Business examines how social policy has operated in Ireland and how it has been affected by consistent government cutbacks. It examines a wide range of issues important to social care students, such as poverty, homelessness, disability, immigrants, mental health and many other issues pertinent to Irish society today. This book: Is the first Irish social po...

Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements.Author Chip Huyen, co-founder of Claypot AI, considers each ...

A collection of stimulating essays exploring the wide-ranging debates surrounding the relationship between business and society in 21st century Ireland.Wide-ranging, diverse and thought-provoking contributions from leading business researchers, economists, sociologists and political scientists from Ireland and abroad probe five central themes: the making and unmaking of the Celtic Tiger; governance, regulation and justice; partnership and participation; the nature of Irish borders ...

The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice.In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatab...

Written as a tutorial to explore and understand the power of R for machine learning. This practical guide that covers all of the need to know topics in a very systematic way. For each machine learning approach, each step in the process is detailed, from preparing the data for analysis to evaluating the results. These steps will build the knowledge you need to apply them to your own data science tasks.Intended for those who want to learn how to use R's machine learning capabilities and gain...

Drawing on lessons from the recent history of social work to identify how and why it has lost its privilege and influence, this book challenges social work students to understand why social work has failed to maintain its position as a driver of social reform. Bamford looks forward to a new model of practice that places a commitment to put social justice back at the heart of professional practice.The book contributes to the topical debates about social work education and the identi...

200+ pages of valuable content!Machines can LEARN?!?!Machine learning occurs primarily through the use of " algorithms" and other elaborate procedures.Whether you're a novice, intermediate or expert this book will teach you all the ins, outs and everything you need to know about machine learning.Note: Bonus chapters included inside!Instead of spending hundreds or even thousands of dollars on courses/materials why not read this book instead? Its a wor...

Adult social care in Britain has been at the centre of much media and public attention in recent years. Revelations of horrific abuse in learning disability settings, the collapse of major private care home providers, abject failures of inspection and regulation, and uncertainty over how long-term care of older people should be funded have all given rise to serious public concern. In this short form book, part of the Critical and Radical Debates in Social Work series, Iain Ferguson and Mic...

As health policy at a national level has ever increasing impact on local health services, it is essential that public health students understand how the development and implementation of policy and strategy provide the framework for improving quality, innovation, productivity and prevention in the delivery of healthcare.The book is divided into two sections, with section one covering a strategic overview of national policies, and section two giving specific local implementation of ...