Advanced Machine Learning with R. Tackle data analytics and machine learning challenges and build complex applications with R 3.5

Cory Lesmeister, Dr. Sunil Kumar Chinnamgari

R is one of the most popular languages when it comes to exploring the mathematical side of machine learning and easily performing computational statistics. This Learning Path shows you how to leverage the R ecosystem to build efficient machine learning applications that carry out intelligent tasks within your organization. You’ll work through realistic projects such as building powerful machine learning models with ensembles to predict employee attrition. Next, you’ll explore different clustering techniques to segment customers using wholesale data and even apply TensorFlow and Keras-R for performing advanced computations. Each chapter will help you implement advanced machine learning algorithms using real-world examples. You’ll also be introduced to reinforcement learning along with its use cases and models. Finally, this Learning Path will provide you with a glimpse into how some of these black box models can be diagnosed and understood. By the end of this Learning Path, you’ll be equipped with the skills you need to deploy machine learning techniques in your own projects.

Moodle 4 E-Learning Course Development. The definitive guide to creating great courses in Moodle 4.0 using instructional design principles - Fifth Edition

Susan Smith Nash

Moodle 4.0 maintains its flexible, powerful, and easy-to-use platform while adding impressive new features to enhance the user experience for student success.This updated edition addresses the opportunities that come with a major update in Moodle 4.0. You'll learn how to determine the best way to use the Moodle platform’s new features and configure your courses to align with your overall goals, vision, and even accreditation review needs. You’ll discover how to plan an effective course with the best mix of resources and engaging assessments that really show what the learner has accomplished, and also keep them engaged and interested. This book will show you how to ensure that your students enjoy their collaborations and truly learn from each other. You'll get a handle on generating reports and monitoring exactly how the courses are going and what to do to get them back on track. While doing this, you can use Moodle 4.0’s new navigation features to help keep students from getting “lost.” Finally, you'll be able to incorporate functionality boosters and accommodate the changing needs and goals of our evolving world.By the end of this Moodle book, you'll be able to build and deploy your educational program to align with learning objectives and include an entire array of course content.

Mongoose for Application Development. Mongoose streamlines application development on the Node.js stack and this book is the ideal guide to both the concepts and practical application. From connecting to a database to re-usable plugins, it's all here

Simon Holmes

Mongoose is all about putting the data model where it should be: in your application. You can control everything from within your application in JavaScript, eliminating the need to work with the database or a separate management system.Mongoose for Application Development is a practical, hands-on guide that takes you from installing the technology stack through the steps of developing a web application. It covers the key features of Mongoose and how to use them to rapidly develop a Node.js and MongoDB application.This book introduces the full technology stack of Node.js, MongoDB, Express, and Mongoose. It will take you through the process of building an application on this stack with a focus on how Mongoose makes the process quicker and easier.You will see how Mongoose removes a layer of complexity when dealing with MongoDB whilst giving you more control over your data from your application. You will learn how to define schemas and models for your data in JavaScript. Using these schemas and models, you will learn how to build the cornerstone of any web application that will include CRUD operations (creating, reading, updating, and deleting data). If you want to learn how to build applications quickly and efficiently using Node.js, then Mongoose and this book are ideal for you.Using practical examples throughout, Mongoose for Application Development not only teaches you about the concepts of Mongoose, but walks through how to use them to build a real-life application.

KnockoutJS Essentials. Implement a successful JavaScript-rich application with KnockoutJS, jQuery, and Bootstrap

Jorge Ferrando, Jorge F Ferrando

Hands-On Deep Learning with Go. A practical guide to building and implementing neural network models using Go

Gareth Seneque, Darrell Chua

Go is an open source programming language designed by Google for handling large-scale projects efficiently. The Go ecosystem comprises some really powerful deep learning tools such as DQN and CUDA. With this book, you'll be able to use these tools to train and deploy scalable deep learning models from scratch. This deep learning book begins by introducing you to a variety of tools and libraries available in Go. It then takes you through building neural networks, including activation functions and the learning algorithms that make neural networks tick. In addition to this, you'll learn how to build advanced architectures such as autoencoders, restricted Boltzmann machines (RBMs), convolutional neural networks (CNNs), recurrent neural networks (RNNs), and more. You'll also understand how you can scale model deployments on the AWS cloud infrastructure for training and inference. By the end of this book, you'll have mastered the art of building, training, and deploying deep learning models in Go to solve real-world problems.

PySide GUI Application Development. Develop more dynamic and robust GUI applications using PySide, an open source cross-platform UI framework - Second Edition

Venkateshwaran Loganathan, Gopinath Jaganmohan

Elegantly-built GUI applications are always a massive hit among users. PySide is an open source software project that provides Python bindings for the Qt cross-platform UI framework. Combining the power of Qt and Python, PySide provides easy access to the Qt framework for Python developers and also acts as an excellent rapid application development platform.This book will take you through everything you need to know to develop UI applications. You will learn about installing and building PySide in various major operating systems as well as the basics of GUI programming. The book will then move on to discuss event management, signals and slots, and the widgets and dialogs available with PySide. Database interaction and manipulation is also covered.By the end of this book, you will be able to program GUI applications efficiently and master how to develop your own applications and how to run them across platforms.

Simplifying Hybrid Cloud Adoption with AWS. Realize edge computing and build compelling hybrid solutions on premises with AWS Outposts

Frankie Costa Negro

The hybrid edge specialty is often misunderstood because it began with an on-premises-focused view encompassing everything not running inside the traditional data center. If you too have workloads that need to live on premises and need a solution to bridge the gap between both worlds, this book will show you how AWS Outposts allows workloads to leverage the benefits of the cloud running on top of AWS technology.In this book, you’ll learn what the Edge space is, the capabilities to look for when selecting a solution to operate in this realm, and how AWS Outposts delivers. The use cases for Outposts are thoroughly explained and the physical characteristics are detailed alongside the service logical constructs and facility requirements. You’ll gain a comprehensive understanding of the sales process—from order placement to rack delivery to your location. As you advance, you’ll explore how AWS Outposts works in real life with step-by-step examples using AWS CLI and AWS Console before concluding your journey with an extensive overview of security and business continuity for maximizing the value delivered by the product.By the end of this book, you’ll be able to create compelling hybrid architectures, solve complex use cases for hybrid scenarios, and get ready for your way forward with the help of expert guidance.

Microservices Communication in .NET Using gRPC. A practical guide for .NET developers to build efficient communication mechanism for distributed apps

Fiodar Sazanavets

Explore gRPC's capabilities for faster communication between your microservices using the HTTP/2 protocol in this practical guide that shows you how to implement gRPC on the .NET platform.gRPC is one of the most efficient protocols for communication between microservices that is also relatively easy to implement. However, its official documentation is often fragmented and.NET developers might find it difficult to recognize the best way to map between C# data types and fields in gRPC messages. This book will address these concerns and much more. Starting with the fundamentals of gRPC, you'll discover how to use it inside .NET apps. You’ll explore best practices for performance and focus on scaling a gRPC app. Once you're familiar with the inner workings of the different call types that gRPC supports, you'll advance to learning how to secure your gRPC endpoints by applying authentication and authorization.With detailed explanations, this gRPC .NET book will show you how the Protobuf protocol allows you to send messages efficiently by including only the necessary data. You'll never get confused again while translating between C# data types and the ones available in Protobuf.By the end of the book, you’ll have gained practical gRPC knowledge and be able to use it in .NET apps to enable direct communication between microservices.

Practical C Programming. Solutions for modern C developers to create efficient and well-structured programs

B. M. Harwani

Used in everything from microcontrollers to operating systems, C is a popular programming language among developers because of its flexibility and versatility. This book helps you get hands-on with various tasks, covering the fundamental as well as complex C programming concepts that are essential for making real-life applications.You’ll start with recipes for arrays, strings, user-defined functions, and pre-processing directives. Once you’re familiar with the basic features, you’ll gradually move on to learning pointers, file handling, concurrency, networking, and inter-process communication (IPC). The book then illustrates how to carry out searching and arrange data using different sorting techniques, before demonstrating the implementation of data structures such as stacks and queues. Later, you’ll learn interesting programming features such as using graphics for drawing and animation, and the application of general-purpose utilities. Finally, the book will take you through advanced concepts such as low-level programming, embedded software, IoT, and security in coding, as well as techniques for improving code performance.By the end of this book, you'll have a clear understanding of C programming, and have the skills you need to develop robust apps.

Developing Robust Date and Time Oriented Applications in Oracle Cloud. A comprehensive guide to efficient date and time management in Oracle Cloud

Michal Kvet

Proper date and time management is critical for the development and reliability of Oracle Databases and cloud environments, which are among the most rapidly expanding technologies today. This knowledge can be applied to cloud technology, on premises, application development, and integration to emphasize regional settings, UTC coordination, or different time zones. This practical book focuses on code snippets and discusses the existing functionalities and limitations, along with covering data migration to the cloud by emphasizing the importance of proper date and time management.This book helps you understand the historical background and evolution of ANSI standards. You’ll get to grips with data types, constructor principles, and existing functionalities, and focus on the limitations of regional parameters and time zones, which help in expanding business to other parts of the world. You’ll also explore SQL injection threats, temporal database architecture, using Flashback Technology to reconstruct valid database images from the past, time zone management, and UTC synchronization across regions.By the end of this book, you’ll be able to create and manage temporal systems, prevent SQL injection attacks, use existing functionalities and define your own robust solutions for date management, and apply time zone and region rules.

PostgreSQL Server Programming. Take your skills with PostgreSQL to a whole new level with this fascinating guide to server programming. A step by step approach with illuminating examples will educate you in the full range of possibilities

Kirk Roybal, Jim Mlodgenski, Hannu Krosing, PostgreSQL

Learn how to work with PostgreSQL as if you spent the last decade working on it. PostgreSQL is capable of providing you with all of the options that you have in your favourite development language and then extending that right on to the database server. With this knowledge in hand, you will be able to respond to the current demand for advanced PostgreSQL skills in a lucrative and booming market.PostgreSQL Server Programming will show you that PostgreSQL is so much more than a database server. In fact, it could even be seen as an application development framework, with the added bonuses of transaction support, massive data storage, journaling, recovery and a host of other features that the PostgreSQL engine provides. This book will take you from learning the basic parts of a PostgreSQL function, then writing them in languages other than the built-in PL/PgSQL. You will see how to create libraries of useful code, group them into even more useful components, and distribute them to the community. You will see how to extract data from a multitude of foreign data sources, and then extend PostgreSQL to do it natively. And you can do all of this in a nifty debugging interface that will allow you to do it efficiently and with reliability.

Moodle 2.0 Course Conversion Beginner's Guide. Teachers, don’t be intimidated by e-learning! This book shows you how to take your existing course materials and transfer them quickly, effectively and – above all – easily into an e-learning course using Moodle. Absolute beginners welcome

Ian Wild, Moodle Trust

Schools, colleges and universities all over the world are installing Moodle, but many educators aren’t making much use of it. With so many features, it can be a hassle to learn – and with teachers under so much pressure day-to-day, they cannot devote much time to recreating all their lessons from scratch.This book provides the quickest way for teachers and trainers to get up and running with Moodle, by turning their familiar teaching materials into a Moodle e-learning course.This book shows how to bring your existing notes, worksheets, resources and lesson plans into Moodle quickly and easily. Instead of exploring every feature of Moodle, the book focuses on getting you started immediately – you will be turning your existing materials into Moodle courses right from the start.The book begins by showing how to turn your teaching schedule into a Moodle course, with the correct number of topics and weeks. You will then see how to convert your resources – documents, slideshows, and worksheets, into Moodle. You will learn how to format them in a way that means students will be able to read them, and along the way plenty of shortcuts to speed up the process.By the end of Chapter 3, you will already have a Moodle course that contains your learning resources in a presentable way. But the book doesn’t end there– you will also see how to use Moodle to accept and assess coursework submissions, discuss work with students, and deliver quizzes, tests, and video.Throughout the book, the focus is on getting results fast – moving teaching material online so that lessons become more effective for students, and less work for you.

IBM Cognos Business Intelligence 10.1 Dashboarding Cookbook. Working with dashboards in IBM Cognos BI 10.1: Design, distribute, and collaborate with this book and

Ankit Garg

IBM Cognos 10 BI is the leader in the Gartner quadrant in terms of BI capabilities. There have been new features introduced with IBM Cognos 10 BI in terms of dashboards and BI. The book intends to highlight the latest and advanced dashboarding features introduced with IBM Cognos 10 BI. The book covers Business Insight and Business Insight Advanced in a comprehensive manner. It also covers best practices in terms of creating and distributing dashboards using IBM Cognos 10 BI, without which no BI solution would look presentable, usable and efficient. The book covers the new IBM Cognos 10 dashboarding capabilities in detail and a comprehensive manner. There whole content is divided in to step-by-step recipes, each of which covers a specific link in the whole chain of understanding and learning.Recipes are augmented with real steps and screenshots which nullify chances of error or misjudgement.These along with explanation, tips and information will help users to completely follow recipes and have a clear and concise understanding and will eventually enable them to use these in their own areas of interest.

Deploying Node.js. Learn how to build, test, deploy, monitor, and maintain your Node.js applications at scale

Sandro Pasquali

Getting Started with Paint.NET. Learning the free Paint.NET photo editing program means you can achieve any professional effect you want, and this book shows you how, ranging from installation and plugins to advanced imaging techniques

Shoban Kumar, Andros T Sturgeon

Paint.NET is a free, reliable program that rivals the most expensive photo editing programs currently on the market.Paint.NET supports plugins, which add image adjustments, effects, and support for additional file types. They can be programmed using any .NET programming language, though they are most commonly written in C#.This book will teach you everything you need to know to edit and manipulate images. Written with very clear walkthroughs, hands-on tutorials,and amazing resources, this book will turn you into a photo wizard with Paint.NET. The book starts with simple tool-based tasks, introduces you to the workpane and then builds up to more complex areas taking a deep dive into the commonly-used features of Paint.NET.With this book, you will learn how to do everything from making simple adjustments to full artistic rendering with tools not available in any other program. Starting with the very basics of photo editing, you will gain an understanding of the basic principles of manipulating images. From layering to special effects, this book will give you all the knowledge you need to create images that leave a lasting impression.This book has everything you need to make amazing, artistic photos using completely free software. Filled with fun exercises and valuable information, you will learn how to master every tool and every effect in Paint.NET. Within minutes, you will be able to resize images, make adjustments to brightness and contrast, and apply color correction. By the end of this book, you will be working with layers and effects to create images that rival some of the most advised and expensive pieces of software.With simple exercises and information, this book will take you from absolute novice to an accomplished photo editor quickly and easily.

PLC and HMI Development with Siemens TIA Portal. Develop PLC and HMI programs using standard methods and structured approaches with TIA Portal V17

Liam Bee

With automation requirements on the rise, Siemens’ TIA Portal development environment is almost a necessity for any automation engineer. The Totally Integrated Automation (TIA) environment helps seamlessly integrate all things automation, from PLC hardware and software design to HMI development. This book helps you understand the tools available in the TIA toolbox and shows you how to write code effectively.The book begins by introducing you to the TIA environment, covering the layout and tools available. Once you’ve got to grips with the environment, you’ll find out how to create hardware to write programs against, including adding IO modules and assigning memory for input and output. Next, you'll develop logic in all of the languages that TIA Portal offers, such as Ladder, Function Block Diagram, and Structured Text (SCL) (note that Statement List is not covered as a deprecated language), as well as the newest language, Cause and Effect (CEM). You’ll also discover how to store standard code in libraries, creating a version control system that is easy to manage and aids standard design. Finally, following the PLC design chapters, you’ll learn how to develop HMI applications in TIA Portal’s latest unified hardware.By the end of the book, you'll be well equipped to use all of the features that TIA Portal V17 offers.

Practical Game Design. Learn the art of game design through applicable skills and cutting-edge insights

Adam Kramarzewski, Ennio De Nucci

If you are looking for an up-to-date and highly applicable guide to game design, then you have come to the right place! Immerse yourself in the fundamentals of game design with this book, written by two highly experienced industry professionals to share their profound insights as well as give valuable advice on creating games across genres and development platforms.Practical Game Design covers the basics of game design one piece at a time. Starting with learning how to conceptualize a game idea and present it to the development team, you will gradually move on to devising a design plan for the whole project and adapting solutions from other games. You will also discover how to produce original game mechanics without relying on existing reference material, and test and eliminate anticipated design risks. You will then design elements that compose the playtime of a game, followed by making game mechanics, content, and interface accessible to all players. You will also find out how to simultaneously ensure that the gameplay mechanics and content are working as intended.As the book reaches its final chapters, you will learn to wrap up a game ahead of its release date, work through the different challenges of designing free-to-play games, and understand how to significantly improve their quality through iteration, polishing and playtesting.

AWS Certified Advanced Networking - Specialty Exam Guide. Build your knowledge and technical expertise as an AWS-certified networking specialist

Marko Sluga

Amazon has recently come up a with specialty certifications which validates a particular user's expertise that he/she would want to build a career in. Since the Cloud market now demands of AWS networking skills this becomes the most wanted certification to upheld ones industry portfolio. This book would be your ideal companion to getting skilled with complex and creative networking solutions. Cloud practitioners or associate-level certified individuals interested in validating advanced skills in networking can opt for this practical guide.This book will include topics that will help you design and implement AWS and hybrid IT network architectures along with some network automation tasks. You will also delve deep into topics that will help you design and maintain network architecture for all AWS services. Like most of our certification guides this book will also follow a unique approach of testing your learning with chapter-level practice exercises and certification-based mock tests. The exam mock tests will help you gauge whether you are ready to take the certification exam or not. This book will also be an advanced guide for networking professionals to enhance their networking skills and get certified. By the end of this book, you will be all equipped with AWS networking concepts and techniques and will have mastered core architectural best practices.

The Definitive Guide to Power Query (M). Mastering complex data transformation with Power Query

Gregory Deckler, Rick de Groot, Melissa de Korte, Brian Julius

Data transformation is a critical step in building data models and business intelligence reports. Power Query is an invaluable tool for anyone who wants to master data transformation, and this book will equip you with the knowledge and skills to make the most of it.The Definitive Guide to Power Query (M) will help you build a solid foundation in the Power Query M language. As you progress through the chapters, you'll learn how to use that knowledge to implement advanced concepts and data transformations. This will set the stage for an uncompromisingly thorough exploration of the Power Query M Language. You'll also get to grips with optimizing performance, handling errors, and implementing efficient data processing techniques. As this is a hands-on guide, the practical examples in the chapters will help you gain the skills to apply Power Query to real-world problems and improve your data analysis capabilities.By the end of this book, you will be able to leverage all of Power Query's remarkable capabilities for data transformation.

Unity Multiplayer Games. Take your gaming development skills into the online multiplayer arena by harnessing the power of Unity 4 or 3. This is not a dry tutorial – it uses exciting examples and an enthusiastic approach to bring it all to life

Alan R. Stagner

Unity is a game development engine that is fully integrated with a complete set of intuitive tools and rapid workflows used to create interactive 3D content. Multiplayer games have long been a staple of video games, and online multiplayer games have seen an explosion in popularity in recent years. Unity provides a unique platform for independent developers to create the most in-demand multiplayer experiences, from relaxing social MMOs to adrenaline-pumping competitive shooters.A practical guide to writing a variety of online multiplayer games with the Unity game engine, using a multitude of networking middleware from player-hosted games to standalone dedicated servers to cloud multiplayer technology. You can create a wide variety of online games with the Unity 4 as well as Unity 3 Engine.You will learn all the skills needed to make any multiplayer game you can think of using this practical guide. We break down complex multiplayer games into basic components, for different kinds of games, whether they be large multi-user environments or small 8-player action games. You will get started by learning networking technologies for a variety of situations with a Pong game, and also host a game server and learn to connect to it.Then, we will show you how to structure your game logic to work in a multiplayer environment. We will cover how to implement client-side game logic for player-hosted games and server-side game logic for MMO-style games, as well as how to deal with network latency, unreliability, and security.You will then gain an understanding of the Photon Server while creating a star collector game; and later, the Player.IO by creating a multiplayer RTS prototype game. You will also learn using PubNub with Unity by creating a chatbox application. Unity Multiplayer Games will help you learn how to use the most popular networking middleware available for Unity, from peer-oriented setups to dedicated server technology.

Learn Python Programming. An in-depth introduction to the fundamentals of Python - Third Edition

Fabrizio Romano, Heinrich Kruger

Learn Python Programming, Third Edition is both a theoretical and practical introduction to Python, an extremely flexible and powerful programming language that can be applied to many disciplines. This book will make learning Python easy and give you a thorough understanding of the language. You'll learn how to write programs, build modern APIs, and work with data by using renowned Python data science libraries.This revised edition covers the latest updates on API management, packaging applications, and testing. There is also broader coverage of context managers and an updated data science chapter.The book empowers you to take ownership of writing your software and become independent in fetching the resources you need. You will have a clear idea of where to go and how to build on what you have learned from the book.Through examples, the book explores a wide range of applications and concludes by building real-world Python projects based on the concepts you have learned.

Developing Microsoft Dynamics GP Business Applications. If you want a thoroughly practical guide to developing business applications with Microsoft Dynamics GP, this is the book for you. Its hands-on approach will have you developing or customizing in no time

Leslie Vail

Microsoft Dynamics GP is a sophisticated Enterprise Resource Planning (ERP) application with a multitude of features and options. Microsoft Dynamics GP can also be used to develop dynamic, mission critical applications.In Developing Microsoft Dynamics GP Business Applications you will learn how to create and customize Dynamics GP Applications. This hands-on guide will take you through the initial steps of setting up a development environment through to customizing and developing an example application using tools such as Dexterity, VSTools and sanScript.Developing Microsoft Dynamics GP Business Applications will take you through the complex steps of creating and customizing Microsoft Dynamics GP applications. Starting with an overview of Microsoft Dynamics GP architecture you'll then move onto setting up your development environment.You will learn how to make your application come to life with Dexterity and sanScript. You will create table operations and ranges as well as object triggers to make powerful and practical business applications. You will deploy your Dexterity solution before moving onto customization with Modifier and VBA.This book will also take you through ways of enhancing and extending your application without code using the SmartList Builder and Excel Report Builder. Using these highly flexible tools you'll be able to create data connections that will increase the usability and functionality of your ERP applications.

VMware Virtual SAN Cookbook. The perfect guide to successful VMware Virtual SAN implementation and operations, with recipes to guide you through the process

Jeffrey M Ransom Taylor, Patrick Carmichael, Simon Gallagher, Jeffrey Taylor

Mastering PostCSS for Web Design. Explore the power of PostCSS to write highly performing, modular, and modern CSS code for your web pages

Alex Libby

PostCSS is a tool that has quickly emerged as the future of existing preprocessors such as SASS and Less, mainly because of its power, speed, and ease of use. This comprehensive guide offers in-depth guidance on incorporating cutting-edge styles into your web page and at the same time maintaining the performance and maintainability of your code. The book will show how you can take advantage of PostCSS to simplify the entire process of stylesheet authoring. It covers various techniques to add dynamic and modern styling features to your web pages. As the book progresses, you will learn how to make CSS code more maintainable by taking advantage of the modular architecture of PostCSS. By the end of this book, you would have mastered the art of adding modern CSS effects to web pages by authoring high performing, maintainable stylesheets.