This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature i...
This book offers a comparative study of eight ambitious national reforms that sought to create opportunities for students to gain the necessary breath of skills to thrive in a rapidly changing world. It examines how national governments transform education systems to provide students opportunities to develop such skills. It analyses comprehensive e...
This book is an outcome of the EU's Horizon 2020 project 'Financial and Institutional Reforms for an Entrepreneurial Society' (FIRES). Building on historical, economic and legal analysis, and combining methods and data across disciplines, the authors provide policymakers, stakeholders and scholars with valuable new tools for assessin...
This book for courses in Digital Systems Design introduces students to the fundamental hardware used in modern computers. Coverage includes both the classical approach to digital system design (i.e., pen and paper) in addition to the modern hardware description language (HDL) design approach (computer-based). Using this textbook enables readers to ...
This book for courses in Digital Systems Design introduces students to the fundamental hardware used in modern computers. Coverage includes both the classical approach to digital system design (i.e., pen and paper) in addition to the modern hardware description language (HDL) design approach (computer-based). Using this textbook enables readers to ...
This book provides a starter's guide to VHDL. This book can be used in conjunction with a one-semester course in Digital Systems Design or on its own for designers who only need an introduction to the language. This book is designed to provide a bottoms-up approach to learning the VHDL language. This design supports a course in which foundatio...
This 3rd edition provides translations of all chapters of the most recent fifth German edition of Motivation and Action, including several entirely new chapters. It provides comprehensive coverage of the history of motivation, and introduces up-to-date theories and new research findings. Early sections provide a broad introduction to, and deep unde...
This book provides a starter's guide to Verilog, to be used in conjunction with a one-semester course in Digital Systems Design, or on its own for readers who only need an introduction to the language. This book is designed to match the way the material is actually taught in the classroom. Topics are presented in a manner which builds foundati...
This textbook introduces readers to the fundamental hardware used in modern computers. The only pre-requisite is algebra, so it can be taken by college freshman or sophomore students or even used in Advanced Placement courses in high school. This book presents both the classical approach to digital system design (i.e., pen and paper) in addition ...
This book offers a comprehensive and readable introduction to modern business and data analytics. It is based on the use of Excel, a tool that virtually all students and professionals have access to. The explanations are focused on understanding the techniques and their proper application, and are supplemented by a wealth of in-chapter and end-of-c...
This book covers the content of European postgraduate spine surgery courses, using a case-based approach. A step-wise solution to a real clinical problem is described and compared to the best available evidence. A weighted conclusion is provided on how to bridge the gap (if there is one) between standard of care and evidence-based medicine.Spine Su...
This book approaches the study of critical care with teaching in mind. In medicine "teachable moments" usually occur in clinical context, where the engagement in a real case exemplifies principles of diagnosis or therapy. In order to replicate the teaching method, selected cases are presented within each chapter offering the reader an opp...
The 2nd edition of Evidence-Based Practice in Clinical Social Work continues to bridge the gap between social work research and clinical practice, presenting EBP as both an effective approach to social work and a broader social movement. Building on the models and insights outlined in the first edition, this new edition provides updated research an...
This book is aimed at computer science undergraduates late in sophomore or early in junior year, supplying a comprehensive background in qualitative and quantitative data analysis, probability, random variables, and statistical methods, including machine learning.With careful treatment of topics that fill the curricular needs for the course, Probab...
This first-of-its-kind textbook surveys rehabilitation and vocational programs aiding persons with disabilities in remote and developing areas in the U.S. and abroad. Contributors discuss longstanding challenges to these communities, most notably economic and environmental obstacles and ongoing barriers to service delivery, as well as their resilie...
This book on artificial intelligence in education (AIEd) with two aims in mind. The first was to explain to a non-specialist, interested reader what AIEd is: its goals, how it is built, and how it works. After all, only by securing a certain degree of understanding can we move beyond the science-fiction imagery of AI, and the associated fears. The ...
The processes for gathering, organizing, analyzing, and ultimately infusing AI throughout your organization can be thought of as a ladder. A ladder helps you climb far higher than you could go on your own by turning an impossible leap into a series of steps. Knowing what the ladder looks like helps you evaluate your organization's readiness fo...
This insightful collection of essays explores the ways in which open education can democratise access to education for all. It is a rich resource that offers both research and case studies to relate the application of open technologies and approaches in education settings around the world.
Global in perspective, this book argues strongly for the...
The ideal reader for this book will be quantitatively literate and has a basic understanding of statistical concepts and R programming. The student should have a basic understanding of statistical inference such as contained in "Statistical inference for data science". The book gives a rigorous treatment of the elementary concepts of regr...
With so much media and political criticism of their shortcomings and failures, it is easy to overlook the fact that many governments work pretty well much of the time. Great Policy Successes turns the spotlight on instances of public policy that are remarkably successful. It develops a framework for identifying and assessing policy successes, payin...
Given the increasing attention to managing, publishing, and preserving research datasets as scholarly assets, what competencies in working with research data will graduate students in STEM disciplines need to be successful in their fields? And what role can librarians play in helping students attain these competencies? In addressing these questions...
This book covers all aspects of minimally invasive glaucoma surgery (MIGS) and provides detailed information on each MIGS device, including its mechanism of action; patient selection; implantation techniques; post-operative management; and a review of the existing literature. Step-by-step descriptions are provided for the surgical technique used in...
This new open access edition supported by the Fragility Fracture Network aims at giving the widest possible dissemination on fragility fracture (especially hip fracture) management and notably in countries where this expertise is sorely needed. It has been extensively revised and updated by the experts of this network to provide a unique and reliab...
Social media is at the core of digital transformations in organizations. Facebook, Twitter, LinkedIn, and other social media platforms widen the scope for rapid and effective communication with stakeholders. They also create a range of new and challenging ethical dilemmas.This open access book categorizes the dilemmas organizations across a range o...
This open access book is a unique resource for health professionals who are interested in understanding the philosophical foundations of their daily practice. It provides tools for untangling the motivations and rationality behind the way medicine and healthcare is studied, evaluated and practiced. In particular, it illustrates the impact that thin...
This is a free textbook for a one-semester, undergraduate statistics course. It was used for Math 156 at Colorado State University - Pueblo in the spring semester of 2017....
Statistics is quickly becoming the most important and multi-disciplinary field of mathematics. According to the American Statistical Association, statistician is one of the top ten fastest-growing occupations and statistics is one of the fastest-growing bachelor degrees. Statistical literacy is essential to our data driven society.
Despite the ...
In 2003, Wendy Luttrell posed an important question: what might result if we were able to turn questions of judgement about pregnant and parenting teenagers into questions of interest about their sense of self and identity-making? This book takes up the challenge, offering a re/assemblage of what is, can be and perhaps should be known about teenage...
So you're a manager, or at least you want to be, and you're looking for a good roadmap to help you prepare. If you want to be the kind of manager people really admire, this ebook is a good place to start. Instead of tactics and solutions, author Robert Hoekman, Jr. provides you with a belief system - an approach to solutions that you can ...
Australia invoked the ANZUS Alliance following the Al Qaeda attacks in the United States on 11 September 2001. But unlike the calls to arms at the onset of the world wars, Australia decided to make only carefully calibrated force contributions in support of the US-led coalition campaigns in Afghanistan and Iraq. Why is this so?
Niche Wars examin...
This open book compares and contrasts the results of international student assessments in ten countries. The OECD's Programme for International Student Assessment (PISA) released the results of its 2018 assessment in December 2019. This book reflects the debates that typically follow the release of these results and focuses on the causes of di...
This open book is about the perception of the independence of the judiciary in Europe. Do citizens and judges see its independence in the same way? Do judges feel that their independence is respected by the users of the courts, by the leadership of the courts and by politicians? Does the population trust the judiciary more than other public institu...