James McCaffrey leads you through the fundamental concepts of neural networks, including their architecture, input-output, tanh and softmax activation, back-propagation, error and accuracy, normalization and encoding, and model interpretation. Although most concepts are relatively simple, there are many of them, and they interact with each other in...
Ccurrently many of Julia's users are hard-core developers that contribute to the language's standard libraries, and to the extensive package eco-system that surrounds it. Therefore, much of the Julia material available at present is aimed at other developers rather than end users. This is where our book comes in, as it has been written wi...
The OS kernel and this book were produced as part of an advanced individual course at the Royal Institute of Technology, Stockholm. The authors had previously taken courses in OS theory, but had only minor practical experience with OS kernel development. In order to get more insight and a deeper understanding of how the theory from the previous OS ...
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...
There is agency in all we do: thinking, doing, or making. We invent a tune, play, or use it to celebrate an occasion. Or we make a conceptual leap and ask more abstract questions about the conditions for agency. They include autonomy and self-appraisal, each contested by arguments immersing us in circumstances we don't control. But can it be t...
The Doing Business 2020 study shows that developing economies are catching up with developed economies in ease of doing business.
Still, the gap remains wide. An entrepreneur in a low-income economy typically spends around 50 percent of the country's per-capita income to launch a company, compared with just 4.2 percent for an entrepreneur i...
The subject of this book is automated learning, or, as we will more often call it, Machine Learning (ML). That is, we wish to program computers so that they can "learn" from input available to them. Roughly speaking, learning is the process of converting experience into expertise or knowledge. The input to a learning algorithm is training...
In this offers a methodological response to recent efforts by scholars in rhetoric and composition/writing studies to account for patterns indicative of the discipline's maturation. Influenced by work on distant reading and thin description, this monograph attends to forms of knowledge newly available via computationally mined, aggregated data...
Conferences, meet-ups, and user groups are an enormous part of both cultivating a developer community and continuing education in the industry. The stars of such events aren't the free food or the giveaways - they're the speakers, the ones who effectively and efficiently communicate something of value to attendees. In Public Speaking for ...
Microsoft CNTK (Cognitive Toolkit, formerly Computational Network Toolkit), an open source code framework, enables you to create feed-forward neural network time series prediction systems, convolutional neural network image classifiers, and other deep learning systems. In Introduction to CNTK Succinctly, author James McCaffrey offers instruction on...
Scripting and automation tasks often need to extract particular portions of text from input data or modify them from one format to another.
This book will help you learn Python Regular Expressions, a mini-programming language for all sorts of text processing needs.
The book heavily leans on examples to present features of regular expressions ...
Scripting and automation tasks often need to extract particular portions of text from input data or modify them from one format to another.
This book will help you learn Ruby Regular Expressions, a mini-programming language for all sorts of text processing needs.
The book heavily leans on examples to present features of regular expressions on...
A cultural change in the Renaissance freed talented European writers to compose letters rivalling the finest that survived from ancient Rome. This book traces the lives and outlooks of distinguished Britons as revealed in their correspondence. The subjects range from the fierce satirist Jonathan Swift to the long-lived, all-observing Horace Walpole...
Internet filtering, censorship of Web content, and online surveillance are increasing in scale, scope, and sophistication around the world, in democratic countries as well as in authoritarian states. The first generation of Internet controls consisted largely of building firewalls at key Internet gateways; China's famous "Great Firewall o...
This book presents a series of activities to teach the basics of computer networks. While you will not learn all aspects of computer networking, we hope that it will serve as a good starting point.
To network micro:bits, we use custom micro:bit radio to radio communication. When one hears the word radio, what comes to mind is the radio that blas...
Happiness and Utility brings together experts on utilitarianism to explore the concept of happiness within the utilitarian tradition, situating it in earlier eighteenth-century thinkers and working through some of its developments at the end of the nineteenth and beginning of the twentieth centuries. Drawing on a range of philosophical and historic...
This book is a compilation of all the general advice that a chess player needs to know. It's an excellent introduction to the wisdom of the game for novice players and a great refresher course for more experienced ones. It's recommended that this work be read monthly until all the information within it is instantly recallable....
This book is based on the MOOC Responsible Innovation offered by the TU Delft. It provides a framework to reflect on the ethics and risks of new technologies. How can we make sure that innovations do justice to social and ethical values? How can we minimize (unknown) risks?
The book explains:
- The concept and importance of responsible innovati...
With its novel XOR-based metric topology, Kademlia is the first peer-to-peer system to combine provable consistency and performance, latency-minimizing routing, and a symmetric, unidirectional topology. In The Kademlia Protocol Succinctly, author Marc Clifton leads readers through the positive aspects of Kademlia's decentralized specifications...
Support Vector Machines (SVMs) are some of the most performant off-the-shelf, supervised machine-learning algorithms. In Support Vector Machines Succinctly, author Alexandre Kowalczyk guides readers through the building blocks of SVMs, from basic concepts to crucial problem-solving algorithms. He also includes numerous code examples and a lengthy b...
The R Notes for Professionals book is compiled from Stack Overflow Documentation, the content is written by the beautiful people at Stack Overflow....
The Python Notes for Professionals book is compiled from Stack Overflow Documentation, the content is written by the beautiful people at Stack Overflow....
Production ergonomics - the science and practice of designing industrial workplaces to optimize human well-being and system performance - is a complex challenge for a designer. Humans are a valuable and flexible resource in any system of creation, and as long as they stay healthy, alert and motivated, they perform well and also become more competen...
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...
Most creative writing textbooks cover the three popular categories of literature: poetry, nonfiction, and fiction. This textbook is different in two ways, then, because not only does it attempt to cover more genres.
Creative writing is a massive and inexact field. Telling stories by ways of poetry, short stories, novels, and other media can be c...
Aural History is an anti-memoir memoir of encountering devastating grief that uses experimental storytelling to recreate the winding, fractured path of loss and transformation.
Written by a thirty-something psychotherapist and queer theorist, Aural History is structured as a sequence of three sections that each use different narrative styles to ...
The technology of mechanized program verification can play a supporting role in many kinds of research projects in computer science, and related tools for formal proof-checking are seeing increasing adoption in mathematics and engineering. This book provides an introduction to the Coq software for writing and checking mathematical proofs. It takes ...
Silicon Valley is the world's most successful innovation region. Apple, Google, Facebook, Instagram, Twitter, WhatsApp, Uber, and Airbnb changed our way of living. Silicon Valley has built a brilliant ecosystem that supports startups. Its entrepreneurial mindset fosters risk-taking, thinking big, and sharing.
A fast growing number of accele...
The demand for skilled data science practitioners in industry, academia, and government is rapidly growing. This book introduces concepts and skills that can help you tackle real-world data analysis challenges. It covers concepts from probability, statistical inference, linear regression and machine learning. It also helps you develop skills such a...
Go is a modern programming language built to deal with modern programming challenges, such as concurrency and compilation. Designed specifically with the web in mind, Go is an excellent language for writing web applications, specifically for web services. In his second book on Go, Mark Lewin will take you through serving, routing, connecting to a d...
Chronicles from Kashmir explores this question through a site-adaptive 24-hour theatrical performance. Developed between 2013 and 2018 by the Ensemble Kashmir Theatre Akademi and Nandita Dinesh, the play uses a durational, promenade format to immerse its audience within a multitude of perspectives on life in Kashmir. From a wedding celebration that...