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 LEGO MINDSTORMS EV3. Build and create interactive, sensor-based robots using your LEGO MINDSTORMS EV3 kit

Gary Garber

NumPy Essentials. Click here to enter text

Jaidev Deshpande, Leo (Liang-Huan) Chin, Tanmay Dutta, Shane Holloway

In today’s world of science and technology, it’s all about speed and flexibility. When it comes to scientific computing, NumPy tops the list. NumPy gives you both the speed and high productivity you need.This book will walk you through NumPy using clear, step-by-step examples and just the right amount of theory. We will guide you through wider applications of NumPy in scientific computing and will then focus on the fundamentals of NumPy, including array objects, functions, and matrices, each of them explained with practical examples. You will then learn about different NumPy modules while performing mathematical operations such as calculating the Fourier Transform; solving linear systems of equations, interpolation, extrapolation, regression, and curve fitting; and evaluating integrals and derivatives. We will also introduce you to using Cython with NumPy arrays and writing extension modules for NumPy code using the C API. This book will give you exposure to the vast NumPy library and help you build efficient, high-speed programs using a wide range of mathematical features.

Implementing Azure: Putting Modern DevOps to Use. Transform your software deployment process with Microsoft Azure

Florian Klaffenbach, Oliver Michalski, Markus Klein, Mohamed Waly, ...

This Learning Path helps you understand microservices architecture and leverage various services of Microsoft Azure Service Fabric to build, deploy, and maintain highly scalable enterprise-grade applications. You will learn to select an appropriate Azure backend structure for your solutions and work with its toolkit and managed apps to share your solutions with its service catalog. As you progress through the Learning Path, you will study Azure Cloud Services, Azure-managed Kubernetes, and Azure Container Services deployment techniques. To apply all that you’ve understood, you will build an end-to-end Azure system in scalable, decoupled tiers for an industrial bakery with three business domains. Toward the end of this Learning Path, you will build another scalable architecture using Azure Service Bus topics to send orders between decoupled business domains with scalable worker roles processing these orders.By the end of this Learning Path, you will be comfortable in using development, deployment, and maintenance processes to build robust cloud solutions on Azure.This Learning Path includes content from the following Packt products:• Learn Microsoft Azure by Mohamed Wali• Implementing Azure Solutions - Second Edition by Florian Klaffenbach, Oliver Michalski, Markus Klein • Microservices with Azure by Namit Tanasseri and Rahul Rai

Instant Kendo UI Mobile. Practical recipes to learn the Kendo UI Mobile library and its various components for building mobile applications effectively

Sagar Ganatra

The Kendo UI Mobile library is a one stop solution to build mobile applications rapidly. It comes with several built-in widgets that enable application developers to build intuitive applications for small screen devices. It also provides more control to these developers by providing various components that can be extended or configured to match their needs.Instant Kendo UI Mobile How-to takes a deep look at various components of the Kendo UI Mobile library and provides solutions to common use cases involved in building a mobile application. It enables application developers to use HTML, CSS, and JavaScript to build mobile applications that provide a native look and feel on various platforms such as iOS, Android, and BlackBerry without having to maintain a separate code base.This guide introduces the user to the Kendo UI Mobile library and provides a step-by-step approach to creating your first mobile application. It then introduces you to several components and provides solutions to some of the common use cases you may encounter in your development.The Kendo UI Mobile library is composed of two parts – the aplication framework and a set of widgets. The aplication framework focuses on configuring the application, handling various touch-based events, rendering on different devices to provide a native look and feel, and transitioning from one view to the other. The widget library contains several widgets that enable you to build applications more rapidly than ever before.

Taking Blender to the Next Level. Implement advanced workflows such as geometry nodes, simulations, and motion tracking for Blender production pipelines

Ruan Lotter

If you're ready to start exploring the more advanced workflows and processes in Blender to create intricate 3D models, then Taking Blender to the Next Level is for you.This book focuses on a few different VFX-related workflows such as geometry nodes, organic modeling, 3D camera tracking, photogrammetry, sculpting, compositing, and physics simulations. You’ll learn how to use geometry nodes to create dynamic motion graphic scenes as well as perform 3D scanning of real-world objects using photogrammetry. You’ll also find out how to model, rig, and animate your own 3D characters from scratch. Next, you’ll progress to using simulations to break objects apart and then use cloth and hair simulations to add realism to your 3D creations. Finally, you’ll go over the final render settings and export your 3D animation masterpiece as a video.By the end of this Blender book, you’ll be able to model your own 3D characters, objects, and landscapes; rig, animate, and texture your characters; 3D track live-action footage; and composite your 3D characters into live-action scenes.

Blender 2.6 Cycles: Materials and Textures Cookbook. With this book you'll be able to explore and master all that the Cycles rendering engine is capable of. From the basics right through to refining, this is a must-read if you're serious about the realism of your materials and textures

Ton Roosendaal, Enrico Valenza

Cycles is Blender's new, powerful rendering engine. Using practical examples, this book will show you how to create a vast array of realistic and stunning materials and texture effects using the Cycles rendering engine.Blender 2.6 Cycles: Materials and Textures Cookbook is a practical journey into the new and exciting Cycles rendering engine for Blender. In this book you will learn how to create a vast array of materials and textures in Cycles, including glass, ice, snow, rock, metal and water. If you want to take your 3D models to the next level, but don't know how, then this cookbook is for you!In this practical cookbook, you will learn how to create stunning materials and textures to really bring your 3D models to life! Diving deep into Cycles you will learn Cycle's node-based material system, how to set-up a 3D scene for rendering, how to create a natural and man-made materials as well as the correct organization and re-use of Cycles materials to save you time and effort.To ensure that your creations look stunning you will learn how illumination works in Cycles, improve the quality of the final render and to avoid the presence of noise and fireflies. Each chapter of Blender 2.6 Cycles: Materials and Textures Cookbook builds on the complexity of the last so that by the end of this book you will know how to create an impressive library of realistic-looking materials and textures.

Instant StyleCop Code Analysis How-to. Learn how to analyze and maintain code for your projects using StyleCop

Franck Leveque

In medium-sized and big projects, coding conventions are defined in order to improve readability and maintainability for all the developers of the team. Stylecop analyzes your code and detects coding rule violations during all the phases of your project lifecycle.Instant StyleCop Code Analysis How-to allows you to take advantage of the features of Stylecop by guiding you through how to configure it, how to integrate it in your project environment, and finally how to personalize it in order to fit your needs.Instant StyleCop Code Analysis How-to teaches you how to configure and integrate Stylecop in your programming environment. The book will do this by showing you how to configure Stylecop on the developers IDE to the continuous integration server.You will also learn how to customize Stylecop to fit your coding style by creating new rules as well as learning how to personalize your headers file. You will also see how to embed it in your own tools, using as an example the creation of a real time analysis add-on for Monodevelop.With Instant StyleCop Code Analysis How-to, you will have an overview of all the required steps to successfully integrate your programming team and enforce your own coding rules.

Real-World Web Development with .NET 9. Build websites and services using mature and proven ASP.NET Core MVC, Web API, and Umbraco CMS

Mark J. Price

Real-World Web Development with .NET 9 equips you to build professional websites and services using proven technologies like ASP.NET Core MVC, Web API, and OData—trusted by organizations for delivering robust web applications.You’ll learn to design and build efficient web applications with ASP.NET Core MVC, creating well-structured, maintainable code that follows industry best practices. From there, you’ll focus on Web API, building RESTful services that are both secure and scalable. Along the way, you’ll also explore testing, authentication, and containerization for deployment, ensuring that your solutions are fully production ready.In the final part of the book, you will be introduced to Umbraco CMS, a popular content management system for .NET. By mastering this tool, you’ll learn how to empower users to manage website content independently.By the end of this book, you'll not only have a solid grasp of controller-based development but also the practical know-how to build dynamic, content-driven websites using a popular .NET CMS.

Mastering Xamarin.Forms. Build rich, maintainable multiplatform native mobile apps with Xamarin.Forms

Ed Snider

Discover how to extend and build upon the components of the Xamarin.Forms toolkit to develop an effective, robust mobile app architecture. Starting with an app built with the basics of the Xamarin.Forms toolkit, we’ll go step by step through several advanced topics to create a solution architecture rich with the benefits of good design patterns and best practices.We’ll start by introducing a core separation between the app’s user interface and the app’s business logic by applying the MVVM pattern and data binding. Discover how to extend and build upon the components of the Xamarin.Forms toolkit to develop an effective, robust mobile app architecture. Starting with an app built with the basics of the Xamarin.Forms toolkit, we’ll go step by step through several advanced topics to create a solution architecture rich with the benefits of good design patterns and best practices.We’ll start by introducing a core separation between the app’s user interface and the app’s business logic by applying the MVVM pattern and data binding. Then we will focus on building out a layer of plugin-like services that handle platform-specific utilities such as navigation, geo-location, and the camera, as well as how to use these services with inversion of control and dependency injection. Next we’ll connect the app to a live web-based API and set up offline synchronization. Then, we’ll dive into testing the app—both the app logic through unit tests and the user interface using Xamarin’s UITest framework. Finally, we’ll integrate Xamarin Insights for monitoring usage and bugs to gain a proactive edge on app quality.

Implementing NetScaler VPX. Implement the new features of Citrix NetScaler 11 to optimize and deploy secure web services on multiple virtualization platforms

Marius Sandbu

With a large demand for responsive websites and availability of services, IT administrators are faced with an ever-rising need for services that are optimized for speed. NetScaler VPX is a software-based virtual appliance that provides users with the comprehensive NetScaler feature set. Implementing apps and cloud-based services is much easier with its increased service performance and integrated security features.This book will give you an insight into all the new features that NetScaler VPX™ has to offer. Starting off with the basics, you will learn how to set NetScaler up and configure it in a virtual environment including the new features available in version 11, such as unified gateway and portal theme customization. Next, the book will cover how to deploy NetScalar on Azure and Amazon, and you will also discover how to integrate it with an existing Citrix infrastructure. Next, you will venture into other topics such as load balancing Microsoft and Citrix solutions, configuring different forms of high availability Global Server Load Balancing (GSLB), and network optimization. You will also learn how to troubleshoot and analyze data using NetScaler's extensive array of features.Finally, you will discover how to protect web services using an application firewall and will get to grips with other features such as HTTP, DOS, and AAA.

gRPC Go for Professionals. Implement, test, and deploy production-grade microservices

Clément Jean

In recent years, the popularity of microservice architecture has surged, bringing forth a new set of requirements. Among these, efficient communication between the different services takes center stage, and that's where gRPC shines. This book will take you through creating gRPC servers and clients in an efficient, secure, and scalable way. However, communication is just one aspect of microservices, so this book goes beyond that to show you how to deploy your application on Kubernetes and configure other tools that are needed for making your application more resilient. With these tools at your disposal, you’ll be ready to get started with using gRPC in a microservice architecture.In gRPC Go for Professionals, you'll explore core concepts such as message transmission and the role of Protobuf in serialization and deserialization. Through a step-by-step implementation of a TODO list API, you’ll see the different features of gRPC in action. You’ll then learn different approaches for testing your services and debugging your API endpoints. Finally, you’ll get to grips with deploying the application services via Docker images and Kubernetes.

Bug Bounty from Scratch. A comprehensive guide to discovering vulnerabilities and succeeding in cybersecurity

Francisco Javier Santiago Vázquez

Bug bounty programs help to enhance cybersecurity by incentivizing ethical hackers to discover vulnerabilities. This book is a comprehensive guide, equipping you with practical skills to excel in bug bounty programs and contribute to a safer digital ecosystem.You’ll start with an introduction to the bug bounty world, followed by preparation techniques for participation, including vulnerability discovery methods, tools, and resources. Specific sections will provide you with tips and best practices to help you optimize rewards. The book also aims to cover fundamental aspects, such as program structure, key tools, methodologies, and common vulnerabilities, drawing insights from community hackers’ public reports. As you progress, you’ll discover that ethical hacking can be legally learned through bug bounty programs, gaining practical knowledge of offensive security and bug bounty platform operations.By the end of this bug bounty book, you’ll have the confidence you need to navigate bug bounty programs, find security vulnerabilities, craft reports, and reap rewards.

Implementing Microsoft Dynamics 365 for Finance and Operations Apps. Learn best practices, architecture, tools, techniques, and more - Second Edition

JJ Yadav, Sandeep Shukla, Rahul Mohta, Yogesh Kasat

Microsoft Dynamics 365 for Finance and Operations is a modern cloud ERP platform that adopts a mobile-first approach suitable for medium-to-large enterprises. This book covers the entire implementation process of Dynamics 365 Finance and Operation Apps, including post-implementation and business transformation. The updated second edition starts with an introduction to Microsoft Dynamics 365, describing different apps and tools under it. You will learn about different implementation methodologies such as Waterfall and Agile, for your projects. We will cover various application components and architectures of Dynamics such as requirements processing, development, reports and analytics, and integration. With the help of tips, techniques, and best practices, you’ll explore strategies for managing configurations and data migrations. As you read further, you’ll discover development tools and processes in Dynamics for building customized solutions in Dynamics. The book will also demonstrate analytics and financial reporting options such as Power BI and Cortana Intelligence. Finally, you’ll learn the importance of testing and explore various automated testing strategies. By the end of this book, you will have gained the necessary knowledge to implement Microsoft business solutions with Dynamics 365 for Finance and Operations Apps.

Hands-On Machine Learning for Cybersecurity. Safeguard your system by making your machines intelligent using the Python ecosystem

Soma Halder, Sinan Ozdemir

Cyber threats today are one of the costliest losses that an organization can face. In this book, we use the most efficient tool to solve the big problems that exist in the cybersecurity domain.The book begins by giving you the basics of ML in cybersecurity using Python and its libraries. You will explore various ML domains (such as time series analysis and ensemble modeling) to get your foundations right. You will implement various examples such as building system to identify malicious URLs, and building a program to detect fraudulent emails and spam. Later, you will learn how to make effective use of K-means algorithm to develop a solution to detect and alert you to any malicious activity in the network. Also learn how to implement biometrics and fingerprint to validate whether the user is a legitimate user or not.Finally, you will see how we change the game with TensorFlow and learn how deep learning is effective for creating models and training systems

In-Memory Analytics with Apache Arrow. Accelerate data analytics for efficient processing of flat and hierarchical data structures - Second Edition

Matthew Topol, Wes McKinney

Apache Arrow is an open source, columnar in-memory data format designed for efficient data processing and analytics. This book harnesses the author’s 15 years of experience to show you a standardized way to work with tabular data across various programming languages and environments, enabling high-performance data processing and exchange.This updated second edition gives you an overview of the Arrow format, highlighting its versatility and benefits through real-world use cases. It guides you through enhancing data science workflows, optimizing performance with Apache Parquet and Spark, and ensuring seamless data translation. You’ll explore data interchange and storage formats, and Arrow's relationships with Parquet, Protocol Buffers, FlatBuffers, JSON, and CSV. You’ll also discover Apache Arrow subprojects, including Flight, SQL, Database Connectivity, and nanoarrow. You’ll learn to streamline machine learning workflows, use Arrow Dataset APIs, and integrate with popular analytical data systems such as Snowflake, Dremio, and DuckDB. The latter chapters provide real-world examples and case studies of products powered by Apache Arrow, providing practical insights into its applications.By the end of this book, you’ll have all the building blocks to create efficient and powerful analytical services and utilities with Apache Arrow.

Software Architecture with C# 12 and .NET 8. Build enterprise applications using microservices, DevOps, EF Core, and design patterns for Azure - Fourth Edition

Gabriel Baptista, Francesco Abbruzzese

Software Architecture with C# 12 and .NET 8 puts high-level design theory to work in a .NET context, teaching you the key skills, technologies, and best practices required to become an effective .NET software architect.This fourth edition puts emphasis on a case study that will bring your skills to life. You’ll learn how to choose between different architectures and technologies at each level of the stack. You’ll take an even closer look at Blazor and explore OpenTelemetry for observability, as well as a more practical dive into preparing .NET microservices for Kubernetes integration.Divided into three parts, this book starts with the fundamentals of software architecture, covering C# best practices, software domains, design patterns, DevOps principles for CI/CD, and more. The second part focuses on the technologies, from choosing data storage in the cloud to implementing frontend microservices and working with Serverless. You’ll learn about the main communication technologies used in microservices, such as REST API, gRPC, Azure Service Bus, and RabbitMQ. The final part takes you through a real-world case study where you’ll create software architecture for a travel agency.By the end of this book, you will be able to transform user requirements into technical needs and deliver highly scalable enterprise software architectures.

Talend Open Studio Cookbook. Getting familiar with Talend Open Studio will greatly enhance your data handling and integration capabilities. This is the perfect reference book for beginners and intermediates with a host of practical recipes that clarify even complex features

Rick Barton

Data integration is a key component of an organization's technical strategy, yet historically the tools have been very expensive. Talend Open Studio is the world's leading open source data integration product and has played a huge part in making open source data integration a popular choice for businesses worldwide.This book is a welcome addition to the small but growing library of Talend Open Studio resources. From working with schemas to creating and validating test data, to scheduling your Talend code, you will get acquainted with the various Talend database handling techniques. Each recipe is designed to provide the key learning point in a short, simple and effective manner.This comprehensive guide provides practical exercises that cover all areas of the Talend development lifecycle including development, testing, debugging and deployment. The book delivers design patterns, hints, tips, and advice in a series of short and focused exercises that can be approached as a reference for more seasoned developers or as a series of useful learning tutorials for the beginner.The book covers the basics in terms of schema usage and mappings, along with dedicated sections that will allow you to get more from tMap, files, databases and XML.Geared towards the whole lifecycle, the Talend Open Studio Cookbook shows readers great ways to handle everyday tasks, and provides an insight into all areas of a development cycle including coding, testing, and debugging of code to provide start-to-finish coverage of the product.

The Aspiring CIO and CISO. A career guide to developing leadership skills, knowledge, experience, and behavior

David J. Gee, Darryl West

Explore the intricacies of CIO and CISO roles with The Aspiring CIO and CISO by David Gee. This book leverages Gee's 20+ years of digital and cyber leadership experience, providing real-world insights, making it a valuable resource for those navigating the evolving landscape of the C-suite.Tailored to entry-level, mid-level, and senior managers looking to advance to the C-suite, this book serves a unique purpose in the realm of career guidance. The narrative speaks directly to individuals uncertain about their readiness for CIO or CISO roles, offering a personal mentorship experience that goes beyond technicalities. Armed with insights into crafting a powerful 90-day plan, you'll be well-equipped to catapult into CIO or CISO roles successfully. Beyond technical proficiency, the book instills survival skills, ensuring longevity and helping you prevent burnout in these pivotal positions. Additionally, by mastering the art of brand development and soft skills, you'll grasp the interpersonal dynamics crucial for executive leadership. This book is an indispensable guide for ambitious professionals, offering foresight and empowerment to thrive in the digital age.By the end of this book, you'll emerge with strategic dexterity, confidently steering your career trajectory towards the C-suite.

Mastering Non-Functional Requirements. Templates and tactics for analysis, architecture and assessment

Sameer Paradkar

Non-functional Requirements are key to any software/IT program and cannot beoverlooked or ignored. This book provides a comprehensive approach to the analysis,architecture, and measurement of NFRs. It includes considerations for bespoke Java, .NET, and COTS applications that are applicable to IT applications/systems indifferent domains.The book outlines the methodology for capturing the NFRs and also describes aframework that can be leveraged by analysts and architects for tackling NFRs for variousengagements.This book starts off by explaining the various KPIs, taxonomies, and methods foridentifying NFRs. Learn the design guidelines for architecting applications and systemsrelating to NFRs and design principles to achieve the desired outcome. We will then move on to various key tiers/layers and patterns pertaining to the business, database, and integrating tiers. After this, we will dive deep into the topics pertaining to techniques related to monitoring and measurement of NFRs, such as sizing, analytical modeling, and quality assurance. Lastly, we end the book by describing some pivotal NFRs and checklists for the softwarequality attributes related to the business, application, data, and infrastructuredomains.

Security+(R) Practice Tests. Prepare for, practice, and pass the CompTIA Security+ exam

Mike Chapple

Security+ certification is the most popular entry-level certification for cybersecurity professionals. It has no work experience requirement, making it accessible to everyone willing to put in the time to prepare for the exam. Security+? Practice Tests are the perfect tools to prepare for the CompTIA Security+ exam.The first six chapters each cover one of the six Security+ domains. Each of those chapters contains around 100 practice test questions covering the material from that domain. The last two chapters each contain a full-length Security+ practice test that’s designed to assess your readiness to take the actual test. At the end of each chapter, you’ll find the answers to all of the questions along with detailed explanations to help reinforce your learning of the material.By the end of the book, you’ll have enough practice to easily ace the CompTIA Security+ exam.

Learning iOS Security. Enhance the security of your iOS platform and applications using iOS-centric security techniques

Charles S Edge, Allister Banks

Practical Business Intelligence. Optimize Business Intelligence for Efficient Data Analysis

Ahmed Sherif

Business Intelligence (BI) is at the crux of revolutionizing enterprise. Everyone wants to minimize losses and maximize profits. Thanks to Big Data and improved methodologies to analyze data, Data Analysts and Data Scientists are increasingly using data to make informed decisions. Just knowing how to analyze data is not enough, you need to start thinking how to use data as a business asset and then perform the right analysis to build an insightful BI solution. Efficient BI strives to achieve the automation of data for ease of reporting and analysis. Through this book, you will develop the ability to think along the right lines and use more than one tool to perform analysis depending on the needs of your business. We start off by preparing you for data analytics. We then move on to teach you a range of techniques to fetch important information from various databases, which can be used to optimize your business.The book aims to provide a full end-to-end solution for an environment setup that can help you make informed business decisions and deliver efficient and automated BI solutions to any company.It is a complete guide for implementing Business intelligence with the help of the most powerful tools like D3.js, R, Tableau, Qlikview and Python that are available on the market.

Selenium WebDriver 3 Practical Guide. End-to-end automation testing for web and mobile browsers with Selenium WebDriver - Second Edition

UNMESH GUNDECHA, Satya Avasarala

Selenium WebDriver is an open source automation tool implemented through a browser-specific driver, which sends commands to a browser and retrieves results. The latest version of Selenium 3 brings with it a lot of new features that change the way you use and setup Selenium WebDriver. This book covers all those features along with the source code, including a demo website that allows you to work with an HMTL5 application and other examples throughout the book.Selenium WebDriver 3 Practical Guide will walk you through the various APIs of Selenium WebDriver, which are used in automation tests, followed by a discussion of the various WebDriver implementations available. You will learn to strategize and handle rich web UI using advanced WebDriver API along with real-time challenges faced in WebDriver and solutions to handle them. You will discover different types and domains of testing such as cross-browser testing, load testing, and mobile testing with Selenium. Finally, you will also be introduced to data-driven testing using TestNG to create your own automation framework.By the end of this book, you will be able to select any web application and automate it the way you want.