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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...

Resilient Web Design, you might think that this is a handbook for designing robust websites. This is not a handbook. It's more like a history book. But in the world of web design, we are mostly preoccupied with the here and now. When we think beyond our presentmoment, it is usually to contemplate the future - to imaginethe devices, features...

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...

This 2d volume describes the systematic application of Promise Theory to systems, representing a significant step forward in describing functional systems with both dynamics and semantics. By combining quantitative and qualitative descriptions in a single framework, Promise Theory provides the first impartial language for multiscale system phenomen...

This book is designed as an introduction to containers and Kubernetes by way of Node.js. Containers are the basis for distributed, repeatable workflows with orchestrators such as Kubernetes, and they allow developers and operators to develop applications consistently across environments and deploy in a repeatable and predictable fashion. The exa...

Deno is a JavaScript runtime by the creator of Node, built upon the lessons learned from Node becoming an integral part of so many apps since 2009, plus the ever-changing web app landscape. In Deno Succinctly, author Mark Lewin illuminates the improvements that Deno brings to server-side web development, and guides readers through three quick proje...

In this two-part anthology, Jan M. Ziolkowski builds on themes uncovered in his earlier The Juggler of Notre Dame and the Medievalizing of Modernity. Here he focuses particularly on the performing arts. Part one contextualises Our Lady's Tumbler, a French poem of the late 1230s, by comparing it with episodes in the Bible and miracles in a wide...

Part of a series of specialized guides on System Center - this book shares real-world expertise for using Configuration Manager capabilities to deliver more effective IT services. Series editor Mitch Tulloch and a team of System Center experts provide concise technical guidance as they step you through key deployment and management scenarios. Th...

Nonprofit organizations are on the front lines in communities, providing an important foundation for the social safety net in the United States and around the world. They also provide places where people can gather, share ideas and build community. They often accomplish amazing feats with few resources. This book was designed to be used in an under...

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...

Programming patterns are solutions to problems that require the creation of a small fragment of code that will be part of a larger program. Hence, this book is about teaching you how to write such fragments of code. However, it is not about teaching you the syntax of the statements in the fragments, it assumes that you already know the syntax. Inst...

You are reading a book about the Raku programming language. This language has appeared as a rename of Perl 6 in October 2019. Like its parent, Perl 5, the Raku language keeps the spirit of being a powerful tool in many areas, from devops programs for configuration management through different command-line applications to concurrent web servers. ...

Python is a fun and extremely easy-to-use programming language that has steadily gained in popularity over the last few years. Developed over ten years ago by Guido van Rossum, Python's simple syntax and overall feel is largely derived from ABC, a teaching language that was developed in the 1980's. However, Python was also created to s...

Julia is a high-level, dynamic programming language. Its features are well suited for numerical analysis and computational science. Julia works with other languages (C, Python, R, Rust, C++, SQL, JavaScript, ...) The Purpose of this open book is to introduce programmers to the Julia programming by example. This is a simplified exposition of the l...

For many years, Java Swing enabled developers to write applications that could run on any operating system. That all came to an end with the arrival of smart phones, tablets, and embedded computers. In the enterprise, the desktop dominated for many years. In the meantime, however, almost every IT project includes plans for a future where the app...

When you start building your first containerized application, you're excited about the capabilities and opportunities you encounter: it runs the same in dev and in prod, it's straightforward to put together a container image using Docker, and the distribution is taken care of by a container registry. So, you're satisfied with how ...

Introduction to Philosophy provides an overview of a common range of philosophical topics for a first- or second-year general education philosophy course. It is organized thematically, following the principal categories of academic philosophy (logic, metaphysics, epistemology, theories of value, and history of philosophy). A recurring theme of Intr...

Introduction to Neuroscience is designed for undergraduate students enrolled in introductory neuroscience courses. This book specifically targets students enrolled in Introduction to Neuroscience 1 and Introduction to Neuroscience 2 at Michigan State University and primarily contains topics covered in those courses. This first edition will guide...

NoSQL is a modern data persistence storage paradigm that provides data persistence for environments where high performance is a primary requirement. Within NoSQL, data is stored in such a way as to make both writing and reading quite fast, even under heavy load. Redis and Redis Enterprise are market-leading, multi-model NoSQL databases that brin...

Now that software development is shifting primarily toward mobile and cloud computing, the venerable C++ programming language is returning to the dominant position it held during the object-oriented boom of the 1990s. In this O'Reilly report, you'll learn why C++ is once again the preferred choice across several diverse industries, after ...

Erlang is the result of a project at Ericsson's Computer Science Laboratory to improve the programming of telecommunication applications. A critical requirement was supporting the characteristics of such applications, that include: massive concurrency, fault-tolerance, isolation, dynamic code upgrading at runtime, transactions. Throughout t...

APIs are such a critical part of software that "API-first" has become a popular approach to development, one where the API is designed before the app itself is written. Without a well-designed API, your app is isolated from the greater app ecosystem. In ASP.NET Core APIs Succinctly, author Dirk Strauss guides you through designing your ow...

The European Experience brings together the expertise of nearly a hundred historians from eight European universities to internationalise and diversify the study of modern European history, exploring a grand sweep of time from 1500 to 2000. Offering a valuable corrective to the Anglocentric narratives of previous English-language textbooks, scholar...

In this book we discuss several numerical methods for solving ordinary differential equations. We emphasize the aspects that play an important role in practical problems. We confine ourselves to ordinary differential equations with the exception of the last chapter in which we discuss the heat equation, a parabolic partial differential equation. T...

Freshly updated for GTK3, the 2nd edition of An Introduction to C & GUI Programming will teach you all you need to know to write simple programs in C and start creating GUIs, even if you're an absolute beginner. The first half of the book is an introduction to C, and covers the basics of writing simple command-line programs. The second ...

The power of artificial intelligence may be intimidating, but Microsoft provides the Bot Framework Composer to simplify the process of building conversational AI bots. Conversational bots are especially useful in serving different segments of a business, like customer support, sales, and administration. In this ebook, author Ed Freitas gets you up ...

In ASP.NET Core 6 Succinctly, author Dirk Strauss guides web developers through some of the significant performance and feature improvements newly available in ASP.NET Core 6. Learn about the unmissable practicality of Hot Reload, explore super-helpful C# 10 features, pick up the essentials of how to build a minimal API, and discover how and why de...

This book starts with an introduction to the core concepts of .NET memory management and garbage collection, and then quickly layers on additional details and intricacies. Once you're up to speed, you can dive into the guided troubleshooting tour, and tips for engineering your application to maximise performance. And to finish off, take a look...