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Interpretable Machine Learning

Interpretable Machine Learning

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...
Kubernetes for Full-Stack Developers

Kubernetes for Full-Stack Developers

Whether you're just curious, getting started with Kubernetes, or have experience with it, this curriculum will help you learn more about Kubernetes and running containerized applications. You'll learn about core Kubernetes concepts and use them to deploy and scale applications in practical tutorials. By the end of this curriculum you'll b...
Making Servers Work

Making Servers Work

This book highlights practical sysadmin skills, common architectures that you'll encounter, and best practices that apply to automating and running systems at any scale, from one laptop or server to 1,000 or more. It is intended to help orient you within the discipline, and hopefully encourages you to learn more about system administratio...
Rails on Containers

Rails on Containers

This book is designed to introduce you to using containers and Kubernetes for full-stack development. You'll learn how to develop a full-stack application using Ruby on Rails and PostgreSQL with Sidekiq, and how to manage them all - first with Docker, then with Docker Compose, and finally with Kubernetes.The topics that it covers include ...
Programming Persistent Memory

Programming Persistent Memory

Beginning and experienced programmers will use this comprehensive guide to persistent memory programming. You will understand how persistent memory brings together several new software/hardware requirements, and offers great promise for better performance and faster application startup times - a huge leap forward in byte-addressable capac...
NGINX Unit Cookbook

NGINX Unit Cookbook

Alongside its popular web server, NGINX provides a dynamic application server that supports a RESTful JSON API. The open source NGINX Unit server deploys configuration changes without service disruptions and runs apps built with multiple languages and frameworks. This updated cookbook shows developers, DevOps personnel, network admins, an...
Angular Testing Succinctly

Angular Testing Succinctly

Though sometimes perceived as a hurdle, testing can save developers from heartbreak in the long run. In Angular Testing Succinctly, author Joseph D. Booth provides a quick introduction to different tools and approaches to testing Angular projects to make them higher quality from the start and easier to maintain down the road. Topics cover...
Effective AWK Programming, 5th Edition

Effective AWK Programming, 5th Edition

When processing text files, the awk language is ideal for handling data extraction, reporting, and data-reformatting jobs. This practical guide serves as both a reference and tutorial for POSIX-standard awk and for the GNU implementation, called gawk. This book is useful for novices and awk experts alike.In this thoroughly revised 5th edi...
PC Assembly Language

PC Assembly Language

This book has extensive coverage of interfacing assembly and C code and so might be of interest to C programmers who want to learn about how C works under the hood. All the examples use the free NASM (Netwide) assembler. The tutorial only covers programming under 32-bit protected mode and requires a 32-bit protected mode compiler. It is p...
Programming for Computations - Python, 2nd Edition

Programming for Computations - Python, 2nd Edition

This book presents computer programming as a key method for solving mathematical problems. This second edition of the well-received book has been extensively revised: All code is now written in Python version 3.6 (no longer version 2.7). In addition, the two first chapters of the previous edition have been extended and split up into five ...
Excel Data Analysis, 2nd Edition

Excel Data Analysis, 2nd Edition

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 an...
Automated Machine Learning

Automated Machine Learning

This book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field ha...
Physical Modeling in MATLAB, 3rd Edition

Physical Modeling in MATLAB, 3rd Edition

Modeling and simulation are powerful tools for explaining the world, making predictions, designing things that work, and making them work better. Learning to use these tools can be difficult; this book is my attempt to make the experience as enjoyable and productive as possible.Modeling and simulation are powerful tools for explaining the...
Containerized Docker Application Lifecycle with Microsoft Platform and Tools

Containerized Docker Application Lifecycle with Microsoft Platform and Tools

Enterprises are increasingly adopting containers. The enterprise is realizing the benefits of cost savings, solution to deployment problems, and DevOps and production operations improvements that containers provide. Over the last years, Microsoft has been rapidly releasing container innovations to the Windows and Linux ecosystems – part...
Algorithms

Algorithms

Algorithms are the lifeblood of computer science. They are the machines that proofs build and the music that programs play. Their history is as old as mathematics itself. This book is a wide-ranging, idiosyncratic treatise on the design and analysis of algorithms, covering several fundamental techniques, with an emphasis on intuition and ...
CSS Animation 101

CSS Animation 101

This book is for people who build for the web and want to add animation to their designs and sites. A bit of basic CSS knowledge is needed but I won't assume any knowledge of transitions or animations. We'll start with the basics, and through a mix of theory and practical examples, learn all about transitions and animation....
TensorFlow Roadmap

TensorFlow Roadmap

A deep learning is of great interest these days, the crucial necessity for rapid and optimized implementation of the algorithms and designing architectures is the software environment. TensorFlow is designed to facilitate this goal. The strong advantage of TensorFlow is it flexibility is designing highly modular model which also can be a ...
The JavaScript Way

The JavaScript Way

Love it or hate it, JavaScript is avidly eating the world of software development. From web sites and apps to servers, smartphones and connected objects, JavaScript is everywhere. It has evolved from a niche scripting tool crafted in a few days into a modern, multi-purpose language sitting on top of a rich ecosystem and a vibrant develope...
PostgreSQL for Beginners

PostgreSQL for Beginners

PostgreSQL for Beginners book is intended for those who only start getting acquainted with the world of PostgreSQL. It contains some basic information about this DBMS and its main features, history of its creation and development roadmap, step-by-step installation instructions and a getting started guide....
Retro Gaming with Raspberry Pi

Retro Gaming with Raspberry Pi

This book shows you how to set up a Raspberry Pi to play classic games, and a whole lot more. Build your own portable console, full-size arcade cabinet, and pinball machine with our step-by-step guides. And learn how to program your own games, using Python and Pygame Zero.Set up your Raspberry Pi for retro gaming; Emulate classic computer...

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