Platform and Model Design for Responsible AI. Design and build resilient, private, fair, and transparent machine learning models

Amita Kapoor, Sharmistha Chatterjee

AI algorithms are ubiquitous and used for tasks, from recruiting to deciding who will get a loan. With such widespread use of AI in the decision-making process, it’s necessary to build an explainable, responsible, transparent, and trustworthy AI-enabled system. With Platform and Model Design for Responsible AI, you’ll be able to make existing black box models transparent.You’ll be able to identify and eliminate bias in your models, deal with uncertainty arising from both data and model limitations, and provide a responsible AI solution. You’ll start by designing ethical models for traditional and deep learning ML models, as well as deploying them in a sustainable production setup. After that, you’ll learn how to set up data pipelines, validate datasets, and set up component microservices in a secure and private way in any cloud-agnostic framework. You’ll then build a fair and private ML model with proper constraints, tune the hyperparameters, and evaluate the model metrics.By the end of this book, you’ll know the best practices to comply with data privacy and ethics laws, in addition to the techniques needed for data anonymization. You’ll be able to develop models with explainability, store them in feature stores, and handle uncertainty in model predictions.

Microsoft Power Platform Enterprise Architecture. A guide for architects and decision makers to craft complex solutions tailored to meet business needs

Robert Rybaric

For forward-looking architects and decision makers who want to craft complex solutions to serve growing business needs, Microsoft Power Platform Enterprise Architecture offers an array of architectural best practices and techniques.With this book, you’ll learn how to design robust software using the tools available in the Power Platform suite and be able to integrate them seamlessly with various Microsoft 365 and Azure components. Unlike most other resources that are overwhelmingly long and unstructured, this book covers essential concepts using concise yet practical examples to help you save time.You’ll develop the skills you need to architect, design, and manage a complex solution as you follow the journey of a fictitious enterprise customer as they enter the world of Power Platform. Throughout the book, you’ll discover how to combine the functionality of Power Apps, Power Automate, Power BI, and Power Virtual Agents with various methodologies to effectively address application lifecycle management, security, and extensibility. Finally, you'll learn how to overcome common challenges in migrating data to and from Microsoft Power Platform using proven techniques.By the end of this book, you’ll have the strategic perspective of an enterprise architect to make accurate architectural decisions for your complex Power Platform projects.

C++20 STL Cookbook. Leverage the latest features of the STL to solve real-world problems

Bill Weinman

Fast, efficient, and flexible, the C++ programming language has come a long way and is used in every area of the industry to solve many problems. The latest version C++20 will see programmers change the way they code as it brings a whole array of features enabling the quick deployment of applications. This book will get you up and running with using the STL in the best way possible.Beginning with new language features in C++20, this book will help you understand the language's mechanics and library features and offer insights into how they work. Unlike other books, the C++20 STL Cookbook takes an implementation-specific, problem-solution approach that will help you overcome hurdles quickly. You'll learn core STL concepts, such as containers, algorithms, utility classes, lambda expressions, iterators, and more, while working on real-world recipes. This book is a reference guide for using the C++ STL with its latest capabilities and exploring the cutting-edge features in functional programming and lambda expressions.By the end of the book C++20 book, you'll be able to leverage the latest C++ features and save time and effort while solving tasks elegantly using the STL.

TypeScript Blueprints. Practical Projects to Put TypeScript into Practice

Ivo Gabe de Wolff

TypeScript is the future of JavaScript. Having been designed for the development of large applications, it is now being widely incorporated in cutting-edge projects such as Angular 2. Adopting TypeScript results in more robust software - software that is more scalable and performant.It's scale and performance that lies at the heart of every project that features in this book. The lessons learned throughout this book will arm you with everything you need to build some truly amazing projects. You'll build a complete single page app with Angular 2, create a neat mobile app using NativeScript, and even build a Pac Man game with TypeScript. As if fun wasn't enough, you'll also find out how to migrate your legacy codebase from JavaScript to TypeScript.This book isn't just for developers who want to learn - it's for developers who want to develop. So dive in and get started on these TypeScript projects.

Building Expert Business Solutions with Zoho CRM. An indispensable guide to developing future-proof CRM solutions and growing your business exponentially

Dominic Harrington

Zoho CRM is one of the most user-friendly, configurable, and competitively priced CRM systems for managing all your customer relationships. When tailored effectively to your business, it empowers your team to work smarter and helps your business to achieve more profitable and scalable growth. This book will show you how to make the most of Zoho CRM to increase productivity.You’ll start by learning about the foundation modules of Zoho CRM such as Leads, Deals, Contacts, and Accounts, and understand their functionalities that enable you to build effective solutions. Then, you’ll explore innovative workflows that will help you to save time and make sure that your sales teams are proactively managing opportunities and clients. The book also focuses on Zoho Marketplace, as well as how to extend the functionality of Zoho CRM using custom functions. You’ll cover real-world use cases that will inspire you to extend your Zoho adoption by integrating Zoho CRM with other Zoho apps such as Zoho Campaigns, Zoho Forms, Zoho Survey, and SalesIQ. Finally, you’ll discover best practices for adapting and evolving your CRM solutions and maintaining your CRM to achieve continuous improvement.By the end of this CRM book, you’ll have set up a CRM solution that will be fit for the next 10 years of business growth.

Instant Android Fragmentation Management How-to. A complete hands-on guide to solving the biggest problem facing Android application developers today

Gianluca Pacchiella

There are currently 7 different versions of operating systems for Android. A growing issue is fragmentation. With the number of Android users and the variety of versions available, Android fragmentation is a huge problem. This little book is the solution. Instant Android Fragmentation Management How-to is a step-by-step guide to writing applications that can run on all devices starting from Android 1.6. With simple solutions for complex problems, this book will walk you through the biggest issues facing Android developers today.This book will take you through the newest features in the latest version of Android, and shows you how to utilize them in the older versions using the compatibility library. This practical guide allows you to focus on  creating the best application possible without worrying about compatibility.All the heavy lifting is done for you. Using user interface, adapting your application will work perfectly on any Android operating system. Asynchronous data management will also allow your applications to run smoothly on any device.Everything you need to run your app on any version of Android is right here.

DynamoDB Cookbook. Over 90 hands-on recipes to design Internet scalable web and mobile applications with Amazon DynamoDB

Tanmay Deshpande

Learning Vulkan. Discover how to build impressive 3D graphics with the next-generation graphics API—Vulkan

Parminder Singh

Vulkan, the next generation graphics and compute API, is the latest offering by Khronos. This API is the successor of OpenGL and unlike OpenGL, it offers great flexibility and high performance capabilities to control modern GPU devices. With this book, you'll get great insights into the workings of Vulkan and how you can make stunning graphics run with minimum hardware requirements.We begin with a brief introduction to the Vulkan system and show you its distinct features with the successor to the OpenGL API. First, you will see how to establish a connection with hardware devices to query the available queues, memory types, and capabilities offered. Vulkan is verbose, so before diving deep into programing, you’ll get to grips with debugging techniques so even first-timers can overcome error traps using Vulkan’s layer and extension features. You’ll get a grip on command buffers and acquire the knowledge to record various operation commands into command buffer and submit it to a proper queue for GPU processing. We’ll take a detailed look at memory management and demonstrate the use of buffer and image resources to create drawing textures and image views for the presentation engine and vertex buffers to store geometry information.You'll get a brief overview of SPIR-V, the new way to manage shaders, and you'll define the drawing operations as a single unit of work in the Render pass with the help of attachments and subpasses. You'll also create frame buffers and build a solid graphics pipeline, as well as making use of the synchronizing mechanism to manage GPU and CPU hand-shaking.By the end, you’ll know everything you need to know to get your hands dirty with the coolest Graphics API on the block.

Elasticsearch for Hadoop. Integrate Elasticsearch into Hadoop to effectively visualize and analyze your data

Vishal Shukla

Mastering IPython 4.0. Complete guide to interactive and parallel computing using IPython 4.0

Thomas Bitterman

IPython is an interactive computational environment in which you can combine code execution, rich text, mathematics, plots, and rich media.This book will get IPython developers up to date with the latest advancements in IPython and dive deep into interactive computing with IPython. This an advanced guide on interactive and parallel computing with IPython will explore advanced visualizations and high-performance computing with IPython in detail. You will quickly brush up your knowledge of IPython kernels and wrapper kernels, then we'?ll move to advanced concepts such as testing, Sphinx, JS events, interactive work, and the ZMQ cluster. The book will cover topics such as IPython Console Lexer, advanced configuration, and third-party tools.By the end of this book, you will be able to use IPython for interactive and parallel computing in a high-performance computing environment.

Customizing Microsoft Teams. Build custom apps and extensions for your business using Power Platform and Dataverse in Microsoft Teams

Gopi Kondameda

In the evolving remote working arrangement, the demand for custom Microsoft Teams apps is increasing rapidly across businesses. If you are someone who aims to provide users with an exceptional experience through custom-built apps that adhere to industry standards and good governance, Customizing Microsoft Teams is for you!The book starts with an overview of Microsoft Teams customization and configuration prerequisites. It then shows you how to expose functionalities from various solutions through tabs, connectors, messaging extensions, and more before you move on to explore how the PowerShell module can manage multiple aspects of administration and how to use the SharePoint Framework for creating custom Microsoft Teams apps. You’ll be able to work with Microsoft Dataverse for Teams to build custom apps, bots, and flows using Power Apps, Power Virtual Agents, and Power Automate. As you publish your production-ready apps on the Teams store and Microsoft AppSource, you’ll also understand Teams app analytics and reporting functionalities.By the end of this book, you’ll have learned how to develop custom solutions to solve critical business problems and extend the power of Microsoft Teams to develop high-value use cases in the remote working culture.

Learning Mambo: A Step-by-Step Tutorial to Building Your Website. A well-structured and example-rich tutorial to creating websites using Mambo

Douglas Paterson, Mambo Foundation Inc

Mambo is a mature and fully featured open-source Content Management System (CMS). Mambo is easy to use at the entry level for creating basic websites, while having the power and flexibility to support complex web applications.Mambo implements the core requirements of a full-featured CMS. It has a powerful and extensible templating system, user access control, content approval, rich administrative control, and content display scheduling. New features and extensions are added to the core system, with many more being available and supported by the community.This book targets the 4.6 release of Mambo, and takes you through creating an example website. Beginning with a discussion of the requirements for the example site, the site unfolds as you progress through the chapters, learning more about Mambo, and how to complete the tasks needed to build the site.You'll see the basic configuration options for setting up your site, and learn about Mambo's main elements as you work your way around its web-based administration area. As soon as you're familiar with the general principles and behavior of Mambo, it's time to pile on the features for your site; adding modules and components, uploading images and other resources, and managing templates. You will learn to use Mambo's powerful Universal Installer to effortlessly install add-ons that are not part of the standard distribution. The pages on your site, how they are displayed, and who can see them, are determined by Mambo's menu system. With many examples of the different types of menu items, the book will lead you through the important tasks of creating menu items, and help you understand how these choices structure the pages on your site and ease your visitors' navigation.You will see how to organize and enter your content into Mambo, and how to manage and edit this organization and your pieces of content. As we tackle user management, you will see how Mambo allows you to set up user accounts with different permissions, including a set of special users who can author or edit content. We also take a detailed look at the notifications that occur when content is submitted by these users. This analysis reveals how the Mambo publishing workflow process works, and how you can exploit it effectively. Moving on from the standard Mambo features, we look at some third-party extensions that add powerful discussion forum, event scheduling, and image gallery features to your site.To create a new look for your site, you create a new template. We cover this, and even if you're no expert in web design, you will be taken through a number of basic tasks to create an impressive new design for your site.

Mastering Python Design Patterns. Craft essential Python patterns by following core design principles - Third Edition

Kamon Ayeva, Sakis Kasampalis

As software systems become increasingly complex, maintaining code quality, scalability, and efficiency can be a daunting challenge. Mastering Python Design Patterns is an essential resource that equips you with the tools you need to overcome these hurdles and create robust, scalable applications.The book delves into design principles and patterns in Python, covering both classic and modern patterns, and apply them to solve daily challenges as a Python developer or architect.Co-authored by two Python experts with a combined experience of three decades, this new edition covers creational, structural, behavioral, and architectural patterns, including concurrency, asynchronous, and performance patterns. You'll find out how these patterns are relevant to various domains, such as event handling, concurrency, distributed systems, and testing. Whether you're working on user interfaces (UIs), web apps, APIs, data pipelines, or AI models, this book equips you with the knowledge to build robust and maintainable software. The book also presents Python anti-patterns, helping you avoid common pitfalls and ensuring your code remains clean and efficient.By the end of this book, you'll be able to confidently apply classic and modern Python design patterns to build robust, scalable applications.

TIBCO Spotfire: A Comprehensive Primer. Building enterprise-grade data analytics and visualization solutions - Second Edition

Andrew Berridge, Michael Phillips

The need for agile business intelligence (BI) is growing daily, and TIBCO Spotfire® combines self-service features with essential enterprise governance and scaling capabilities to provide best-practice analytics solutions. Spotfire is easy and intuitive to use and is a rewarding environment for all BI users and analytics developers.Starting with data and visualization concepts, this book takes you on a journey through increasingly advanced topics to help you work toward becoming a professional analytics solution provider. Examples of analyzing real-world data are used to illustrate how to work with Spotfire. Once you've covered the AI-driven recommendations engine, you'll move on to understanding Spotfire's rich suite of visualizations and when, why and how you should use each of them. In later chapters, you'll work with location analytics, advanced analytics using TIBCO Enterprise Runtime for R®, how to decide whether to use in-database or in-memory analytics, and how to work with streaming (live) data in Spotfire. You'll also explore key product integrations that significantly enhance Spotfire's capabilities.This book will enable you to exploit the advantages of the Spotfire serve topology and learn how to make practical use of scheduling and routing rules.By the end of this book, you will have learned how to build and use powerful analytics dashboards and applications, perform spatial analytics, and be able to administer your Spotfire environment efficiently

Linux Service Management Made Easy with systemd. Advanced techniques to effectively manage, control, and monitor Linux systems and services

Donald A. Tevault

Linux Service Management Made Easy with systemd will provide you with an in-depth understanding of systemd, so that you can set up your servers securely and efficiently.This is a comprehensive guide for Linux administrators that will help you get the best of systemd, starting with an explanation of the fundamentals of systemd management.You’ll also learn how to edit and create your own systemd units, which will be particularly helpful if you need to create custom services or timers and add features or security to an existing service. Next, you'll find out how to analyze and fix boot-up challenges and set system parameters. An overview of cgroups that'll help you control system resource usage for both processes and users will also be covered, alongside a practical demonstration on how cgroups are structured, spotting the differences between cgroups Version 1 and 2, and how to set resource limits on both. Finally, you'll learn about the systemd way of performing time-keeping, networking, logging, and login management. You'll discover how to configure servers accurately and gather system information to analyze system security and performance. By the end of this Linux book, you’ll be able to efficiently manage all aspects of a server running the systemd init system.

Advanced Deep Learning with R. Become an expert at designing, building, and improving advanced neural network models using R

Bharatendra Rai

Deep learning is a branch of machine learning based on a set of algorithms that attempt to model high-level abstractions in data. Advanced Deep Learning with R will help you understand popular deep learning architectures and their variants in R, along with providing real-life examples for them. This deep learning book starts by covering the essential deep learning techniques and concepts for prediction and classification. You will learn about neural networks, deep learning architectures, and the fundamentals for implementing deep learning with R. The book will also take you through using important deep learning libraries such as Keras-R and TensorFlow-R to implement deep learning algorithms within applications. You will get up to speed with artificial neural networks, recurrent neural networks, convolutional neural networks, long short-term memory networks, and more using advanced examples. Later, you'll discover how to apply generative adversarial networks (GANs) to generate new images; autoencoder neural networks for image dimension reduction, image de-noising and image correction and transfer learning to prepare, define, train, and model a deep neural network. By the end of this book, you will be ready to implement your knowledge and newly acquired skills for applying deep learning algorithms in R through real-world examples.