This course is organized around algorithmic issues that arise in machine learning. Modern machine learning systems are often built on top of algorithms that do not have provable guarantees, and it is the subject of debate when and why they work. In this class, we focus on designing algorithms whose performance we can rigorously analyze for fundamen...
How To Do Science has been written for students of the life sciences who are actively engaged in the scientific process. This guide introduces you to what it means to be a scientist. You will learn about the scientific method and how to carry out many tasks of a scientist, including: designing experiments, visualising data, accessing scientific lit...
Network and System Administration usually refers only to the traditional skills and recipes for keeping computers and networks running properly. But, in truth, this view omits the most important part of the system: humans. The skill needed to comprehend and tame systems comprising both humans and machines is that of managing complexity. In this boo...
Becoming a Scholar provides a window into the lives of nine non-traditional doctoral students. As mature, part-time, international students enrolled in a professional doctorate programme, they reflect on the transformation process of becoming scholars, and their narratives provide breadth and depth to themes that represent a diverse cross-section o...
Complementing Who Saved the Parthenon? this companion volume sets aside more recent narratives surrounding the Athenian Acropolis, supposedly 'the very symbol of democracy itself', instead asking if we can truly access an ancient past imputed with modern meaning. And, if so, how?
In this book William St Clair presents a reconstructed u...
Azure Web Apps is a fully managed platform that you can use to build mission-critical web applications that are highly available, secure, and scalable to global proportions. Combined with first-class tooling from Visual Studio and the Microsoft Azure Tools, the Azure Web Apps service is the fastest way to get your web application to production. Azu...
The world of machine learning is evolving so quickly that it's challenging to find real-life use cases that are relevant to your day-to-day work.
That's why we've created this comprehensive guide you can start using right away. Get everything you need - use cases, code samples and notebooks - so you can start putting the Databrick...
This collection of essays is the result of the joint efforts of colleagues and students of the leading social anthropology and post-socialism theorist, Professor Chris Hann. With the thirtieth anniversary of the collapse of the Berlin Wall in 2019 as their catalyst, the authors reflect upon Chris Hann's lifelong fieldwork in the discipline, sp...
The world has become more complicated with the introduction and development of new technologies and methods, and novel risks such as Covid-19 pandemic. Competition has been tougher than it used to be. Organizations strive to keep up with the changes in the internal and external environment. In the light of unprecedented changes, project managers mu...
When you combine the sheer scale and range of digital information now available with a journalist's "nose for news" and her ability to tell a compelling story, a new world of possibility opens up. With The Data Journalism Handbook, you'll explore the potential, limits, and applied uses of this new and fascinating field.
This ...
The aim of this short book is to introduce the general themes, challenges, and opportunities in the world of managing API traffic. Most of the examples and recommendations come from my own experience (or that of colleagues) while working with customers, ranging from small local startups to global enterprises.
This book is for those just getting ...
This book is based on the idea that there is a particular framework used by economists to interpret observed reality. This framework has been called the economic way of thinking, the economic approach, and the method of economics.
This book is different from the many other books that attempt to teach microeconomics in three ways:
- It explicitl...
Introduction to engineering mechanics: statics, for those who love to learn. Concepts include: particles and rigid body equilibrium equations, distributed loads, shear and moment diagrams, trusses, method of joints and sections, & inertia.
This is the first of two courses to describe how objects move and the forces that cause motion. This co...
The third installment of the 'European Public Investment Outlook' series is an important and timely publication that draws together recent analyses to recommend significant increases in public investment in green ventures. Compelling data from key economists affiliated with international organizations like the International Monetary Fund,...
This book is designed to accompany a graduate-level instructional design course: Game-Based and Adaptive Learning, but could also be used for undergraduate teacher education or instructional design courses.
The original texts and material for this book came from the development of a course for Brandeis University as part of their MS in Learner E...
A collection of readings and exercises aligned with the course, ME 270, Introduction to Mechanical Engineering Design, at Iowa State University. This course provides an overview of mechanical engineering design with applications to thermal and mechanical systems, and an introduction to current design practices used in industry. As part of the cours...
This book is an introduction to the language of systems biology, which is spoken among many disciplines, from biology to engineering. Authors Thomas Sauter and Marco Albrecht draw on a multidisciplinary background and evidence-based learning to facilitate the understanding of biochemical networks, metabolic modeling and system dynamics.
Their pe...
This book is aimed at managers, business owners, marketing managers, and aspiring social media marketing interns and managers. I will assume that however accomplished in your own field - baker, developer, teacher and that even as successful business owners, you approach the topic of social media marketing as a beginner. Even if you are an avid pers...
The fourth book in the 'European Public Investment Outlook' series focuses on the urgent issue of how to finance needed investment in critical tangible and intangible infrastructure given high levels of public debt, a thorny problem facing many governments across Europe. Drawing on expertise from academics, researchers at public policy in...