Hands-On Neural Networks. Learn how to build and train your first neural network model using Python

Leonardo De Marchi, Laura Mitchell

Neural networks play a very important role in deep learning and artificial intelligence (AI), with applications in a wide variety of domains, right from medical diagnosis, to financial forecasting, and even machine diagnostics.Hands-On Neural Networks is designed to guide you through learning about neural networks in a practical way. The book will get you started by giving you a brief introduction to perceptron networks. You will then gain insights into machine learning and also understand what the future of AI could look like. Next, you will study how embeddings can be used to process textual data and the role of long short-term memory networks (LSTMs) in helping you solve common natural language processing (NLP) problems. The later chapters will demonstrate how you can implement advanced concepts including transfer learning, generative adversarial networks (GANs), autoencoders, and reinforcement learning. Finally, you can look forward to further content on the latest advancements in the field of neural networks.By the end of this book, you will have the skills you need to build, train, and optimize your own neural network model that can be used to provide predictable solutions.

jBPM6 Developer Guide. Learn about the components, tooling, and integration points that are part of the JBoss Business Process Management (BPM) framework

Mariano De Maio, Esteban Aliverti, Mauricio Salatino

Artificial Intelligence for Cybersecurity. Develop AI approaches to solve cybersecurity problems in your organization

Bojan Kolosnjaji, Huang Xiao, Peng Xu, Apostolis Zarras

Artificial intelligence offers data analytics methods that enable us to efficiently recognize patterns in large-scale data. These methods can be applied to various cybersecurity problems, from authentication and the detection of various types of cyberattacks in computer networks to the analysis of malicious executables.Written by a machine learning expert, this book introduces you to the data analytics environment in cybersecurity and shows you where AI methods will fit in your cybersecurity projects. The chapters share an in-depth explanation of the AI methods along with tools that can be used to apply these methods, as well as design and implement AI solutions. You’ll also examine various cybersecurity scenarios where AI methods are applicable, including exercises and code examples that’ll help you effectively apply AI to work on cybersecurity challenges. The book also discusses common pitfalls from real-world applications of AI in cybersecurity issues and teaches you how to tackle them.By the end of this book, you’ll be able to not only recognize where AI methods can be applied, but also design and execute efficient solutions using AI methods.

Learning Cocos2d-JS Game Development. Learn to create robust and engaging cross-platform HTML5 games using Cocos2d-JS

Emanuele Feronato

Microsoft Power BI Performance Best Practices. Learn practical techniques for building high-speed Power BI solutions - Second Edition

Thomas LeBlanc, Bhavik Merchant, Kenneth Neal

In a world dominated by data, organizations heavily rely on business intelligence tools like Power BI for deriving insights and informed decision-making. Yet, as data volumes grow and user demands increase, achieving optimal performance becomes challenging. Author Thomas LeBlanc, a seasoned Business Intelligence Architect with over 30 years of IT experience, draws on his extensive expertise to guide you in overcoming challenges related to slow performance, data modeling, query optimization, visualization design, deployment, administration, integration, compliance, and security.This book covers topics ranging from architecture and data modeling to Power BI premium features, DAX formulas, and collaboration, helping you to gain a deep understanding of the Power BI architecture, design efficient data models, create efficient queries, and improve visualization performance. You’ll also learn best practices to deploy and manage Power BI solutions, integrate with other tools and systems, ensure compliance and security, and collaborate with team members.By the end of the book, you’ll have developed your knowledge and skills to design, build, and maintain high-performing, scalable, and efficient Power BI solutions to drive unparalleled business success.

Adobe Animate 2022 for Creative Professionals. Implement professional techniques and create vivid animated and interactive content with Animate - Second Edition

Joseph Labrecque

Adobe Animate is platform-agnostic asset creation, motion design, animation, and interactivity software. Complete with explanations of essential concepts and step-by-step walkthroughs of practical examples, this book will guide you in using Adobe Animate to create immersive experiences by breaking through creative limitations across every medium.We begin by getting up to speed with all that you need to know about Adobe Animate. You'll learn how to get started with Animate as a creative platform and explore the features introduced in its most recent versions. The book will show you how to consume and produce media assets for multiple platforms through both the publish and export workflows. Following this, you’ll explore advanced rigging techniques and discover how to create more dynamic animation with advanced depth and movement techniques. You’ll also find out how to build projects such as games, virtual reality experiences, and apps for various platforms as the book demonstrates different ways to use Animate. Finally, it covers the different methods used to extend the software for various needs.By the end of this Adobe Animate book, you'll be able to produce a variety of media assets, motion graphic design materials, animated artifacts, and interactive content pieces for platforms such as HTML5 Canvas, WebGL, and mobile devices.

Salesforce CRM - The Definitive Admin Handbook. A Deep-dive into the working of Salesforce CRM - Fourth Edition

Paul Goodey

Salesforce CRM’s Winter ’17 release offers a host of new features for CRM designed to transform your sales and marketing requirements. With this comprehensive guide to implementing Salesforce CRM, administrators of all levels can easily acquire deep knowledge of the platform. The book begins by guiding you through setting up users and the security settings and then progresses to configuration, data management, and data analytics. We swiftly move on to the setting up of organization wide features that affect the look and feel of the application. Process automation and approval mechanisms are covered next, along with the functional areas of Sales Cloud, Service Cloud, Marketing Cloud, and Salesforce Chatter. This book details Salesforce CRM system administration in a practical way and is an invaluable reference for both new administrators and experienced professionals. At the end of the book, techniques to further enhance the system and improve the return on investment Salesforce mobile apps and mobile administration are covered, along with Salesforce Adoption Manager. Every chapter is complete with a section containing example questions of the type that you might encounter in the certification examination.

Building Telephony Systems with OpenSER. A step-by-step guide to building a high performance Telephony System

Flavio E. Goncalves, Bogdan Andrei Iancu (EUR), Flavio E Goncalves

Android Programming with Kotlin for Beginners. Build Android apps starting from zero programming experience with the new Kotlin programming language

John Horton

Android is the most popular mobile operating system in the world and Kotlin has been declared by Google as a first-class programming language to build Android apps. With the imminent arrival of the most anticipated Android update, Android 10 (Q), this book gets you started building apps compatible with the latest version of Android.It adopts a project-style approach, where we focus on teaching the fundamentals of Android app development and the essentials of Kotlin by building three real-world apps and more than a dozen mini-apps. The book begins by giving you a strong grasp of how Kotlin and Android work together before gradually moving onto exploring the various Android APIs for building stunning apps for Android with ease. You will learn to make your apps more presentable using different layouts. You will dive deep into Kotlin programming concepts such as variables, functions, data structures, Object-Oriented code, and how to connect your Kotlin code to the UI. You will learn to add multilingual text so that your app is accessible to millions of more potential users. You will learn how animation, graphics, and sound effects work and are implemented in your Android app.By the end of the book, you will have sound knowledge about significant Kotlin programming concepts and start building your own fully featured Android apps.

AUTOSAR Fundamentals and Applications. Establishing a solid foundation for automotive software design with AUTOSAR

Hossam Soffar

AUTOSAR has become the standard for developing automotive ECUs, driven by the demand for increasingly sophisticated features that require a robust, safe, secure, and scalable framework for efficient development for automotive software. For those new to AUTOSAR, its complexity, intricate architecture, and extensive standards can be daunting. With twelve years of experience in the automotive software industry, Hossam Soffar brings his unparalleled expertise to this essential AUTOSAR guide, addressing these challenges by explaining AUTOSAR's framework, architecture, and their application through best practices and real-world use cases.This book comprehensively explores AUTOSAR’s objectives, guiding you through its layered architecture and various stacks, components, and communication mechanisms. You’ll learn how to design, configure, and integrate AUTOSAR Basic Software (BSW) components, understand the real-time-environment (RTE), and master the principles of communications, diagnostics, security, and operating systems, all of which is essential for developing high-quality, safety-critical, and efficient ECUs. With a clear understanding of how these elements work together, you'll be equipped to navigate the complexities of modern automotive software development to build, implement, and manage automotive systems with enhanced efficiency.

OpenCV 4 with Python Blueprints. Build creative computer vision projects with the latest version of OpenCV 4 and Python 3 - Second Edition

Dr. Menua Gevorgyan, Arsen Mamikonyan, Michael Beyeler

OpenCV is a native cross-platform C++ library for computer vision, machine learning, and image processing. It is increasingly being adopted in Python for development. This book will get you hands-on with a wide range of intermediate to advanced projects using the latest version of the framework and language, OpenCV 4 and Python 3.8, instead of only covering the core concepts of OpenCV in theoretical lessons. This updated second edition will guide you through working on independent hands-on projects that focus on essential OpenCV concepts such as image processing, object detection, image manipulation, object tracking, and 3D scene reconstruction, in addition to statistical learning and neural networks.You’ll begin with concepts such as image filters, Kinect depth sensor, and feature matching. As you advance, you’ll not only get hands-on with reconstructing and visualizing a scene in 3D but also learn to track visually salient objects. The book will help you further build on your skills by demonstrating how to recognize traffic signs and emotions on faces. Later, you’ll understand how to align images, and detect and track objects using neural networks.By the end of this OpenCV Python book, you’ll have gained hands-on experience and become proficient at developing advanced computer vision apps according to specific business needs.

Microsoft 365 Security and Compliance for Administrators. A definitive guide to planning, implementing, and maintaining Microsoft 365 security posture

Sasha Kranjac, Omar Kudovic

In today's hostile cyber landscape, securing data and complying with regulations is paramount for individuals, businesses, and organizations alike. Learn how Microsoft 365 Security and Compliance offers powerful tools to protect sensitive data and defend against evolving cyber threats with this comprehensive guide for administrators.Starting with an introduction to Microsoft 365 plans and essential compliance and security features, this book delves into the role of Azure Active Directory in Microsoft 365, laying the groundwork for a robust security framework. You’ll then advance to exploring the complete range of Microsoft 365 Defender security products, their coverage, and unique protection services to combat evolving threats.From threat mitigation strategies to governance and compliance best practices, you’ll gain invaluable insights into classifying and protecting data while mastering crucial data lifecycle capabilities in Microsoft 365.By the end of this book, you’ll be able to elevate the security and compliance posture of your organization significantly.

Microsoft System Center 2012 R2 Compliance Management Cookbook. Over 40 practical recipes that will help you plan, build, implement, and enhance IT compliance policies using Microsoft Security Compliance Manager and Microsoft System Center 2012 R2

Andreas Baumgarten (USD), Susan Roesner, Ronnie Isherwood

Mastering Business Intelligence with MicroStrategy. Master Business Intelligence with Microstrategy 10

Dmitry Anoshin, Himani Rana, Ning Ma, Neil Mehta

Business intelligence is becoming more important by the day, with cloud offerings and mobile devices gaining wider acceptance and achieving better market penetration. MicroStrategy Reporting Suite is an absolute leader in the BI market and offers rich capabilities from basic data visualizations to predictive analytics. It lets you various delivery methods such as the Web, desktops, and mobiles.Using real-world BI scenarios, this book helps you to implement Business Analytics solutions in big e-commerce companies. It kicks off with MicroStrategy 10 features and then covers schema design models and techniques. Building upon your existing knowledge, the book will teach you advanced techniques for building documents and dashboards. It further teaches various graphical techniques for presenting data for analysis using maps, graphs, and advanced charts. Although MicroStrategy has rich functionality, the book will show how to customize it in order to meet your business requirements. You will also become familiar with the native analytical functions that will help you to maximize the impact of BI solutions with powerful predictive analytics. Furthermore, the book will focus on MicroStrategy Mobile Analytics along with data discovery and desktop capabilities such as connecting various data sources and building interactive dashboards. The book will also uncover best practices, troubleshooting techniques for MicroStrategy system administration, and also security and authentication techniques. Lastly, you will learn to use Hadoop for MicroStrategy reporting.By the end of the book, you will become proficient in evaluating any BI software in order to choose the best one that meets all business requirements.

Hands-On Computer Vision with Detectron2. Develop object detection and segmentation models with a code and visualization approach

Van Vung Pham, Tommy Dang

Computer vision is a crucial component of many modern businesses, including automobiles, robotics, and manufacturing, and its market is growing rapidly. This book helps you explore Detectron2, Facebook's next-gen library providing cutting-edge detection and segmentation algorithms. It’s used in research and practical projects at Facebook to support computer vision tasks, and its models can be exported to TorchScript or ONNX for deployment.The book provides you with step-by-step guidance on using existing models in Detectron2 for computer vision tasks (object detection, instance segmentation, key-point detection, semantic detection, and panoptic segmentation). You’ll get to grips with the theories and visualizations of Detectron2’s architecture and learn how each module in Detectron2 works. As you advance, you’ll build your practical skills by working on two real-life projects (preparing data, training models, fine-tuning models, and deployments) for object detection and instance segmentation tasks using Detectron2. Finally, you’ll deploy Detectron2 models into production and develop Detectron2 applications for mobile devices.By the end of this deep learning book, you’ll have gained sound theoretical knowledge and useful hands-on skills to help you solve advanced computer vision tasks using Detectron2.

Learning Firefox OS Application Development. Learn to design, build, and deploy your Firefox OS applications, built with web technologies, to the Firefox Marketplace

Tanay Pant

With broad compatibility, the latest in web technologies, and powerful development tools, Firefox is a great choice for both web developers and end users. Firefox OS’s promotion of HTML5 as a first class citizen opens up the walled gardens of mobile application development for web developers. It is because of this initiative that no special SDKs are required to develop for Firefox OS. This book will help you excel in the art of developing applications for Firefox OS. It sequentially covers knowledge building, skills acquisition, and practical applications. Starting with an introduction to Firefox OS, usage of WebIDE, and then the application structure, this book introduces applications of increasing complexity with each chapter. An application that measures your tapping speed, a geolocation tagging application, and a photo editing and sharing application are the three applications that will be built from scratch. You will learn about topics such as the difference between various types of Firefox OS applications, application manifest files, offline apps, and designing principles for applications. You will also learn to test and submit the applications to the marketplace and finally maintain the repository of the Firefox OS application. By the end, you will be able to develop beautifully designed, fully-fledged, and rigorously tested Firefox OS applications and also share them at the Firefox OS Marketplace.