XGBoost for Regression Predictive Modeling and Time Series Analysis. Learn how to build, evaluate, and deploy predictive models with expert guidance

Partha Pritam Deka, Joyce Weiner, Prof. Roberto V. Zicari

XGBoost offers a powerful solution for regression and time series analysis, enabling you to build accurate and efficient predictive models. In this book, the authors draw on their combined experience of 40+ years in the semiconductor industry to help you harness the full potential of XGBoost, from understanding its core concepts to implementing real-world applications.As you progress, you'll get to grips with the XGBoost algorithm, including its mathematical underpinnings and its advantages over other ensemble methods. You'll learn when to choose XGBoost over other predictive modeling techniques, and get hands-on guidance on implementing XGBoost using both the Python API and scikit-learn API. You'll also get to grips with essential techniques for time series data, including feature engineering, handling lag features, encoding techniques, and evaluating model performance. A unique aspect of this book is the chapter on model interpretability, where you'll use tools such as SHAP, LIME, ELI5, and Partial Dependence Plots (PDP) to understand your XGBoost models. Throughout the book, you’ll work through several hands-on exercises and real-world datasets.By the end of this book, you'll not only be building accurate models but will also be able to deploy and maintain them effectively, ensuring your solutions deliver real-world impact.

iCloud Standard Guide. Making the most of Apple's iCloud to store, backup, manage, and share your content across all your devices is made beautifully clear in this practical guide. It even tells you how to use it on a Windows PC

Andri Yadi, Fauzan Alfi

iCloud is a cloud storage and cloud computing service from Apple Inc. iCloud is a hub in a multi-devices environment, that allows your iPads, iPhones, iPod Touches, and Macs sync with each other and always have the same content. The service allows users to store data, such as music files, on remote computer servers that can be downloaded to multiple devices such as iOS-based devices, and personal computers running OS X or Microsoft Windows.This practical guide provides easy, step-by-step guidance to using the numerous features offered by iCloud, for first time users You will be guided through everything that you need to know about using iCloud on multiple platforms, as well as how to use it on a Windows PC.Learn about what iCloud can offer you with this practical guide, and what makes it better than other cloud services. It will take you through all of the iCloud services available, and help you to manage your contents easily across devices.You will also learn how to use Mail, Contacts, Calendar, and other iCloud services on Mac, PC, iOS devices or in the web browser. This book will also let you explore more on using iPhone and iTunes with iCloud, sync all contents without any hassle, and even back them up with iCloud. If you want to take full advantage of iCloud, then this is the right book for you.

Docker Deep Dive. Zero to Docker in a Single Book - Second Edition

Nigel Poulton

Most applications, even the funky cloud-native microservices ones, need high-performance, production-grade infrastructure to run on. Having impeccable knowledge of Docker will help you thrive in the modern cloud-first world. With this book, you will gain the skills you need in order to work with Docker and its containers.The book begins with an introduction to containers and explains their functionality and application in the real world. You will then get an overview of VMware, Kubernetes, and Docker and learn to install Docker on Windows, Mac, and Linux. Once you have understood the Ops and Dev perspective of Docker, you will be able to see the big picture and understand what Docker exactly does. The book then turns its attention to the more technical aspects, guiding you through practical exercises covering Docker engine, Docker images, and Docker containers. You will learn techniques for containerizing an app, deploying apps with Docker Compose, and managing cloud-native applications with Swarm. You will also build Docker networks and Docker overlay networks and handle applications that write persistent data. Finally, you will deploy apps with Docker stacks and secure your Docker environment.By the end of this book, you will be well-versed in Docker and containers and have developed the skills to create, deploy, and run applications on the cloud.

Hudson 3 Essentials. Here is a book that makes life easier for Java developers or administrators by teaching you how to automate application testing using Hudson 3. Fast-paced and hands-on, the guide covers everything from installation to writing plugins

Lloyd H. Meinholz

Continuous integration (CI) with automated test execution has been widely adopted in recent years. The concept behind CI has changed how companies look at Build Management, Release Management, Deployment Automation, and Test Orchestration. Hudson is a CI solution that provides executives, business managers, software developers, and architects with a better sense of the development progress and code quality of projects throughout their development life cycle.A fast-paced and hands-on introduction to the key features of Hudson 3. You will be introduced to tools that can be used to improve the quality of software development projects. You will also learn how to install and secure Hudson in a variety of IT environments. Staring with a brief introduction to Hudson and how it helps many IT organizations deliver high quality software, Hudson 3 Essentials will show you how Hudson can be installed and deployed in various environments. You will also be guided through the different methods of securing your Hudson installation. Moving on from the basics, you will be introduced to several important Hudson plugins and learn how to extend its functionality by developing your own plugins. You will be shown how Hudson can be used to build different types of applications and how it can deploy a web application to an application server. Finally, you will discover how Hudson can be used to perform automated testing on software applications, and how to generate reports that describe the results.

Opa Application Development. A rapid and secure web development framework to develop web applications quickly and easily in Opa

Li Wenbo

Opa is a full-stack Open Source web development framework for JavaScript that lets you write secure and scalable web applications. It generates standard Node.js/MongoDB applications, natively supports HTML5 and CSS and automates many aspects of modern web application programming. It handles all aspects of web programming written in one consistent language and compiled to web standards.Opa Application Development is a practical,hands-on guide that provides you with a number of step-by-step exercises. It covers almost all aspects of developing a web application with Opa, which will help you take advantage of the real power of Opa, as well as building a secure, powerful web application rapidly.Opa Application Development dives into all concepts and components required to build a web application with Opa. The first half of this book shows you all of the basic building blocks that you will need to develop an Opa application, including the syntax of Opa, web development aspects, client and server communication and slicing, plugin, database, and so on. By the end of the book you will have yourself created a complete web application along with a game: Pacman!

Instant Silverlight 5 Animation. Enrich your web page or Silverlight business application with Silverlight animations

Nick Polyak

Silverlight is a Web technology that allows you to create both large business applications and little ads for your web page. Silverlight's main advantage is the ability to create rich UIs easily. In this book we will show how to build animations for different types of Silverlight applications in order to create great user experience.Instant Silverlight 5 Animation is a practical guide to creating great user experiences in Silverlight. This book will clear Silverlight/WPF concepts needed for creating animations as well as practical examples of creating animations that will help you become an efficient developer for creating animations with Silverlight.This book provides a number of hands on examples of creating Silverlight animations in order to improve the user experience whether you are building a Silverlight Business application or a Silverlight banner ad. We also talk about ways to integrate Silverlight animations with business logic quickly and in the least invasive way. This book can be of help to both beginners and advanced developers. It starts talking about Silverlight concepts like dependency/attached properties and bindings. Then it goes into nitty-gritty detail of creating different animations for different application types. We explain how to animate custom controls, page navigation, how to imitate animation of random processes like fire or moving clouds. We talk about creating 3-D animations and building banner ads for your web page. Every concept, we describe in this book, is supported by small, detailed and easy to understand samples.

Deep Learning from the Basics. Python and Deep Learning: Theory and Implementation

Koki Saitoh

Deep learning is rapidly becoming the most preferred way of solving data problems. This is thanks, in part, to its huge variety of mathematical algorithms and their ability to find patterns that are otherwise invisible to us.Deep Learning from the Basics begins with a fast-paced introduction to deep learning with Python, its definition, characteristics, and applications. You’ll learn how to use the Python interpreter and the script files in your applications, and utilize NumPy and Matplotlib in your deep learning models. As you progress through the book, you’ll discover backpropagation—an efficient way to calculate the gradients of weight parameters—and study multilayer perceptrons and their limitations, before, finally, implementing a three-layer neural network and calculating multidimensional arrays.By the end of the book, you’ll have the knowledge to apply the relevant technologies in deep learning.

Microsoft SQL Server 2008 R2 Administration Cookbook. Over 70 practical recipes for administering a high-performance SQL Server 2008 R2 system with this book and

Satya Shyam K Jayanty