Python Machine Learning Cookbook. 100 recipes that teach you how to perform various machine learning tasks in the real world

Prateek Joshi

Machine learning is becoming increasingly pervasive in the modern data-driven world. It is used extensively across many fields such as search engines, robotics, self-driving cars, and more. With this book, you will learn how to perform various machine learning tasks in different environments. We’ll start by exploring a range of real-life scenarios where machine learning can be used, and look at various building blocks. Throughout the book, you’ll use a wide variety of machine learning algorithms to solve real-world problems and use Python to implement these algorithms. You’ll discover how to deal with various types of data and explore the differences between machine learning paradigms such as supervised and unsupervised learning. We also cover a range of regression techniques, classification algorithms, predictive modeling, data visualization techniques, recommendation engines, and more with the help of real-world examples.

Data Democratization with Domo. Bring together every component of your business to make better data-driven decisions using Domo

Jeff Burtenshaw

Domo is a power-packed business intelligence (BI) platform that empowers organizations to track, analyze, and activate data in record time at cloud scale and performance.Data Democratization with Domo begins with an overview of the Domo ecosystem. You’ll learn how to get data into the cloud with Domo data connectors and Workbench; profile datasets; use Magic ETL to transform data; work with in-memory data sculpting tools (Data Views and Beast Modes); create, edit, and link card visualizations; and create card drill paths using Domo Analyzer. Next, you’ll discover options to distribute content with real-time updates using Domo Embed and digital wallboards. As you advance, you’ll understand how to use alerts and webhooks to drive automated actions. You’ll also build and deploy a custom app to the Domo Appstore and find out how to code Python apps, use Jupyter Notebooks, and insert R custom models. Furthermore, you’ll learn how to use Auto ML to automatically evaluate dozens of models for the best fit using SageMaker and produce a predictive model as well as use Python and the Domo Command Line Interface tool to extend Domo. Finally, you’ll learn how to govern and secure the entire Domo platform.By the end of this book, you’ll have gained the skills you need to become a successful Domo master.

Elgg 1.8 Social Networking. Create, customize, and deploy your very own social networking site with Elgg with this book and

Cash Costello

As an updated version of the first ever Elgg book, this is an excellent resource for those interested in Elgg development due to its attention to detail, clearly written style and knowledgeable author. - Dave Tosh, Elgg co-founder.In his book, Cash Costello makes full use of his skills in development and communication to tackle the complex subject of Elgg social networking. This easy-to-read guide gives end users, new developers, and old pros alike a solid base to start their venture into social media with Elgg. I highly recommend it as a useful and enjoyable read.- Brett Profitt, Elgg Lead DeveloperThe web is becoming increasingly social as millions of people use it to blog, share, post, 'friend', 'unfriend' (which was made the Oxford word of the year in 2009), comment, and chat. Elgg ñ your award-winning open source social networking engine ñ is tailor-made to create any social networking or social media website you can imagine.If you want to create a social networking website from scratch using Elgg, then this book is exactly what you need.Elgg 1.8 Social Networking covers everything you need to know about building a social networking site with Elgg. It begins with instructions for installing Elgg, continues with a guided tour of its capabilities, and finishes with practical advice on deploying Elgg on a production server. And in between, it is packed with information on configuring and customizing Elgg through plugins and themes.This book is a learn-by-doing guide to creating your own social networking site. It includes three sample case studies on how Elgg could be used as an e-learning tool, an intranet application for organizations, and a niche social networking site. Step by step it takes you through the installation, configuration, and customization of Elgg. Valuable advice is sprinkled throughout the book to enable you to build your site like an expert.For developers, this book provides a multitude of options. First, there is a tutorial-based section that systematically teaches you how to build plugins. Soon you will have ten plugins for use on your site in addition to all the knowledge you have gained. Second, if you prefer a quick overview, this book has an appendix that describes Elgg using the terminology and design patterns common in web development. Third, if you are interested in creating a theme, it also includes a design tutorial and a catalog of Elgg's view templates.The book then goes on to describe what is involved in running a production website. It has sections on selecting a hosting provider, configuring and tuning the server, backing up the site, and dealing with spammers.

Hands-On Deep Learning for IoT. Train neural network models to develop intelligent IoT applications

Dr. Mohammad Abdur Razzaque, Md. Rezaul Karim

Artificial Intelligence is growing quickly, which is driven by advancements in neural networks(NN) and deep learning (DL). With an increase in investments in smart cities, smart healthcare, and industrial Internet of Things (IoT), commercialization of IoT will soon be at peak in which massive amounts of data generated by IoT devices need to be processed at scale. Hands-On Deep Learning for IoT will provide deeper insights into IoT data, which will start by introducing how DL fits into the context of making IoT applications smarter. It then covers how to build deep architectures using TensorFlow, Keras, and Chainer for IoT. You’ll learn how to train convolutional neural networks(CNN) to develop applications for image-based road faults detection and smart garbage separation, followed by implementing voice-initiated smart light control and home access mechanisms powered by recurrent neural networks(RNN). You’ll master IoT applications for indoor localization, predictive maintenance, and locating equipment in a large hospital using autoencoders, DeepFi, and LSTM networks. Furthermore, you’ll learn IoT application development for healthcare with IoT security enhanced. By the end of this book, you will have sufficient knowledge need to use deep learning efficiently to power your IoT-based applications for smarter decision making.

Instant Building Multi-Page Forms with Yii How-to. Learn to create multi-page AJAX enabled forms using Yii

Uday Sawant

Yii is a high-performance PHP framework for rapid web application development. It is well-designed, well-supported, easy to learn, and easy to maintain. Forms are the basic method used to collect information on the Internet, and in cases like user registration and payment process, there's a lot of data to be presented and the lists can get lengthy.Instant Building Multi-Page Forms with Yii is a simple and descriptive how-to that provides step-by-step recipes to help you in converting your lengthy forms into short, interactive forms. It will guide you through the inbuilt features of Yii framework to help you with this complex job.The book starts with the basics of Yii and will guide you through creating simple forms before then converting your simple forms into multi-page forms. It will use the capabilities of Yii to ease the tasks required to do this.Yii eases your work by providing options like database connectivity. We will also take a look at the automated code generation capabilities of Yii in generating forms and necessary CRUD operations, as well as looking at how to divide a single long form into multiple views with same controller/action, and then add form validations and AJAX support to the forms. We will also cover the upload process and how to customise Yii's looks.

Realize Enterprise Architecture with AWS and SAFe. A comprehensive, hands-on guide to AWS with Agile and TOGAF

Rajnish Harjika

Agile implementation of enterprise architecture (EA) in the cloud is a powerful organizational tool, but it is challenging, particularly for architects who are used to on-premises environments. This in-depth guide will tell you all you need to know to reap the benefits of applying EA in your organization to achieve operational efficiency.Starting with an overview of the foundations of enterprise architecture, you'll see how it can be applied to AWS as well as explore the frameworks AWS provides for EA, such as the AWS Well-Architected Framework. That's not all – the book shows you how these frameworks align with The Open Group Architecture Framework (TOGAF) architecture development method (ADM) and the Zachman Framework so that you can choose the right fit for your organization. As you advance, you'll learn how to apply SAFe to make your organization agile as well as efficient. Once you've gotten to grips with the theory, you can explore use cases and take a quiz at the end of the book to test yourself and see how EA is applied in practice.By the end of this enterprise architecture book, you'll have the skills and knowledge required to apply EA in the cloud with AWS and drive your organization to become super-efficient and agile.

Implementing Microsoft Dynamics NAV. Implementing Microsoft Dynamics NAV 2016 - Third Edition

Alex Chow, Cristina Nicolas Lorente, Laura Nicolas Lorente

Microsoft Dynamics NAV 2016 is an Enterprise Resource Planning (ERP) application used in all kinds of organizations around the world. It provides a great variety of functionality out-of-the-box in different topics such as accounting, sales, purchase processing, logistics, or manufacturing. It also allows companies to grow the application by customizing the solution to meet specific requirements.This book is a hands-on tutorial on working with a real Dynamics NAV implementation. You will learn about the team from your Microsoft Dynamics NAV partner as well as the team within the customer’s company. This book provides an insight into the different tools available to migrate data from the client’s legacy system into Microsoft Dynamics NAV. If you are already live with Microsoft Dynamics NAV, this books talks about upgrades and what to expect from them. We’ll also show you how to implement additional or expanding functionalities within your existing Microsoft Dynamics NAV installation, perform data analysis, debug error messages, and implement free third-party add-ons to your existing installation.This book will empower you with all the skills and knowledge you need for a successful implementation.

Learning Puppet. Build intelligent software stacks with the Puppet configuration management suite

Jussi Heinonen, Jussi Heinonen

Oracle JRockit: The Definitive Guide. Understanding Adaptive Runtimes using JRockit R27/28

Marcus Hirt, Marcus Lagergren

Oracle JRockit is one of the industry’s highest performing Java Virtual Machines. Java developers are always on the lookout for better ways to analyze application behavior and gain performance. As we all know, this is not as easy as it looks. Welcome to JRockit: The Definitive Guide.This book helps you gain in-depth knowledge of Java from the JVM’s point of view. We will explain how to write code that works well with the JVM to gain performance and scalability. Starting with the inner workings of the JRockit JVM and finishing with a thorough walkthrough of the tools in the JRockit Mission Control suite, this book is for anyone who wants to know more about how the JVM executes your Java application and how to profile for better performance.

VMware vSphere Security Cookbook. Over 75 practical recipes to help you successfully secure your vSphere environment

Michael Greer

JavaScript and JSON Essentials. If you fancy a less verbose data format than CSV or XML, then JSON could be for you. This tutorial will teach you about using JSON with JavaScript for effective local storage or Internet transfers

Sai S Sriparasa

The exchange of data over the Internet has been carried out since its inception. Delimiter-separated lists such as CSV and tag-separated languages such as XML are very popular, yet they are considered to be verbose by a section of developers. JSON (JavaScript Object Notation) is a lightweight text-based code to create objects to transfer data over the Internet. It is a data exchange format that is human-readable (like XML, but without the markup around your actual payload) and its syntax is a subset of the JavaScript language that was standardized in 1999.JavaScript and JSON Essentials is a step-by-step guide that will introduce you to JSON and help you understand how the lightweight JSON data format can be used in different ways either to store data locally or to transfer data over the Internet. This book will teach you how to use JSON effectively with JavaScript.This book begins with a brief refresher course on JavaScript before taking you through how JSON data can be transferred via synchronous, asynchronous, and cross-domain asynchronous HTTP calls. JSON is not just about data transfer; this book throws light on the alternate implementations of JSON as well.You will learn the data types that JavaScript uses and how those data types can be used in JSON. You will go through the concepts of how to create, update, parse, and delete a JSON object. You will also look at the different techniques of loading a JSON file onto a web page, how to use jQuery to traverse through an object, and how to perform access operations. You will also go over a few resources that will make debugging JSON quick and easy.

Mobile Development with .NET. Build cross-platform mobile applications with Xamarin.Forms 5 and ASP.NET Core 5 - Second Edition

Can Bilgin

Are you a .NET developer who wishes to develop mobile solutions without delving into the complexities of a mobile development platform? If so, this book is a perfect solution to help you build professional mobile apps without leaving the .NET ecosystem.Mobile Development with .NET will show you how to design, architect, and develop robust mobile applications for multiple platforms, including iOS, Android, and UWP using Xamarin, .NET Core, and Azure.With the help of real-world scenarios, you'll explore different phases of application development using Xamarin, from environment setup, design, and architecture to publishing. Throughout the book, you'll learn how to develop mobile apps using Xamarin and .NET Standard. You'll even be able to implement a web-based backend composed of microservices with .NET Core using various Azure services including, but not limited to, Azure Active Directory, Azure Functions. As you advance, you'll create data stores using popular database technologies such as Cosmos DB and data models such as the relational model and NoSQL.By the end of this mobile application development book, you'll be able to create cross-platform mobile applications that can be deployed as cloud-based PaaS and SaaS.

Mastering Defensive Security. Effective techniques to secure your Windows, Linux, IoT, and cloud infrastructure

Cesar Bravo, Darren Kitchen

Every organization has its own data and digital assets that need to be protected against an ever-growing threat landscape that compromises the availability, integrity, and confidentiality of crucial data. Therefore, it is important to train professionals in the latest defensive security skills and tools to secure them. Mastering Defensive Security provides you with in-depth knowledge of the latest cybersecurity threats along with the best tools and techniques needed to keep your infrastructure secure.The book begins by establishing a strong foundation of cybersecurity concepts and advances to explore the latest security technologies such as Wireshark, Damn Vulnerable Web App (DVWA), Burp Suite, OpenVAS, and Nmap, hardware threats such as a weaponized Raspberry Pi, and hardening techniques for Unix, Windows, web applications, and cloud infrastructures. As you make progress through the chapters, you'll get to grips with several advanced techniques such as malware analysis, security automation, computer forensics, and vulnerability assessment, which will help you to leverage pentesting for security.By the end of this book, you'll have become familiar with creating your own defensive security tools using IoT devices and developed advanced defensive security skills.

IBM SmartCloud Essentials. This book provides an overview of what modern cloud computing involves, and then focuses specifically on the most important features of the IBM SmartCloud portfolio. A crash course in implementing cloud computing for your organization

Edwin Schouten

IBM, the oldest technology company in the world, has a wide variety of powerful cloud services to offer from its IBM SmartCloud portfolio. Being able to differentiate them, and knowing how to use them efficiently gives you a competitive advantage over others.Starting with the basics of cloud computing, this guide covers the wide range of cloud components, services, and solutions in the IBM SmartCloud portfolio. Following on from this, you'll be introduced to the public , Infrastructure as a Service (IaaS) cloud service - IBM SmartCloud Enterprise; before peeking into the future of IBM cloud services. Using this book, you will discover the advantage of both traditional enterprise computing and public cloud computing.You will explore IBM's portfolio of cloud computing solutions ranging from infrastructure services (IaaS), to business services (BPaaS), and private to public cloud. You will be taken through a number of in-depth use-cases, examples, and hand-on exercises that will help you to take advantage of infrastructure as a service solution IBM SmartCloud Enterprise quickly and easily.You will learn everything you need to know about the IBM SmartCloud Enterprise, including how to take advantage of cloud computing within your organization.

Learn Quantum Computing with Python and IBM Quantum. Write your own practical quantum programs with Python - Second Edition

Robert Loredo

The IBM Quantum Platform was built to enable developers to learn the basics of quantum computing by providing access to high performant quantum computers and provide documentation and courses to help get up to speed with the latest features in quantum computing. Updated with new examples and changes to the platform, this edition begins with an introduction to the IBM Quantum Platform and the Quantum Information Science Kit (Qiskit) SDK. You will become well versed in the IBM Quantum Composer interface as well as running your quantum circuits on a real quantum computer. Along the way, you’ll learn some of the fundamental principles regarding quantum mechanics, qubits, quantum gates, quantum circuits, and the error mitigation techniques that are used to perform operations on qubits. As you build on your knowledge, you’ll understand the functionality of IBM Qiskit and the developer-focused resources so you can create your own quantum algorithms. You’ll learn how to monitor and optimize your quantum circuits. Lastly, you’ll look at the fundamental quantum algorithms and understand how they can be applied effectively. By the end of this quantum computing book, you'll know how to build quantum algorithms and will have gained a practical understanding of quantum computation that you can apply to your research or business.

Game Programming Using Qt: Beginner's Guide. A complete guide to designing and building fun games with Qt and Qt Quick 2 using associated toolsets

Lorenz Haas, Witold Wysota, Witold Wysota, Lorenz Haas

Qt is the leading cross-platform toolkit for all significant desktop, mobile, and embedded platforms and is becoming more popular by the day, especially on mobile and embedded devices. Despite its simplicity, it's a powerful tool that perfectly fits game developers’ needs. Using Qt and Qt Quick, it is easy to build fun games or shiny user interfaces. You only need to create your game once and deploy it on all major platforms like iOS, Android, and WinRT without changing a single source file.The book begins with a brief introduction to creating an application and preparing a working environment for both desktop and mobile platforms. It then dives deeper into the basics of creating graphical interfaces and Qt core concepts of data processing and display before you try creating a game. As you progress through the chapters, you’ll learn to enrich your games by implementing network connectivity and employing scripting. We then delve into Qt Quick, OpenGL, and various other tools to add game logic, design animation, add game physics, and build astonishing UI for the games. Towards the final chapters, you’ll learn to exploit mobile device features such as accelerators and sensors to build engaging user experiences. If you are planning to learn about Qt and its associated toolsets to build apps and games, this book is a must have.