Mastering Computer Vision with TensorFlow 2.x. Build advanced computer vision applications using machine learning and deep learning techniques

Krishnendu Kar

Computer vision allows machines to gain human-level understanding to visualize, process, and analyze images and videos. This book focuses on using TensorFlow to help you learn advanced computer vision tasks such as image acquisition, processing, and analysis. You'll start with the key principles of computer vision and deep learning to build a solid foundation, before covering neural network architectures and understanding how they work rather than using them as a black box. Next, you'll explore architectures such as VGG, ResNet, Inception, R-CNN, SSD, YOLO, and MobileNet. As you advance, you'll learn to use visual search methods using transfer learning. You'll also cover advanced computer vision concepts such as semantic segmentation, image inpainting with GAN's, object tracking, video segmentation, and action recognition. Later, the book focuses on how machine learning and deep learning concepts can be used to perform tasks such as edge detection and face recognition. You'll then discover how to develop powerful neural network models on your PC and on various cloud platforms. Finally, you'll learn to perform model optimization methods to deploy models on edge devices for real-time inference. By the end of this book, you'll have a solid understanding of computer vision and be able to confidently develop models to automate tasks.

PostgreSQL 11 Administration Cookbook. Over 175 recipes for database administrators to manage enterprise databases

Simon Riggs, Gianni Ciolli, Sudheer Kumar Meesala

PostgreSQL is a powerful, open source database management system with an enviable reputation for high performance and stability. With many new features in its arsenal, PostgreSQL 11 allows you to scale up your PostgreSQL infrastructure. This book takes a step-by-step, recipe-based approach to effective PostgreSQL administration.The book will introduce you to new features such as logical replication, native table partitioning, additional query parallelism, and much more to help you to understand and control, crash recovery and plan backups. You will learn how to tackle a variety of problems and pain points for any database administrator such as creating tables, managing views, improving performance, and securing your database. As you make steady progress, the book will draw attention to important topics such as monitoring roles, backup, and recovery of your PostgreSQL 11 database to help you understand roles and produce a summary of log files, ensuring high availability, concurrency, and replication.By the end of this book, you will have the necessary knowledge to manage your PostgreSQL 11 database efficiently.

Enterprise Integration with Azure Logic Apps. Integrate legacy systems with innovative solutions

Matthew Bennett, Tim Childe

Logic Apps are a visual flowchart-like representation of common programming actions, and are a flexible way to create logic without writing a single line of code. Enterprise Integration with Azure Logic Apps is a comprehensive introduction for anyone new to Logic Apps which will boost your learning skills and allow you to create rich, complex, structured, and reusable logic with instant results.You'll begin by discovering how to navigate the Azure portal and understand how your objects can be zoned to a specific environment by using resource groups. Complete with hands-on tutorials, projects, and self-assessment questions, this easy-to-follow guide will teach you the benefits and foundations of Logic App logic design. As you advance, you'll find out how to manage your Azure environment in relation to Logic Apps and how to create elegant and reliable Logic Apps. With useful and practical explanations of how to get the most out of Logic App actions and triggers, you'll be able to ensure that your Logic Apps work efficiently and provide seamless integration for real-world scenarios without having to write code.By the end of this Logic Apps book, you'll be able to create complex and powerful Logic Apps within minutes, integrating large amounts of data on demand, enhancing your systems, and linking applications to improve user experience.

Interactive Data Visualization with Python. Present your data as an effective and compelling story - Second Edition

Abha Belorkar, Sharath Chandra Guntuku, Shubhangi Hora, Anshu Kumar

With so much data being continuously generated, developers, who can present data as impactful and interesting visualizations, are always in demand. Interactive Data Visualization with Python sharpens your data exploration skills, tells you everything there is to know about interactive data visualization in Python.You'll begin by learning how to draw various plots with Matplotlib and Seaborn, the non-interactive data visualization libraries. You'll study different types of visualizations, compare them, and find out how to select a particular type of visualization to suit your requirements. After you get a hang of the various non-interactive visualization libraries, you'll learn the principles of intuitive and persuasive data visualization, and use Bokeh and Plotly to transform your visuals into strong stories. You'll also gain insight into how interactive data and model visualization can optimize the performance of a regression model.By the end of the course, you'll have a new skill set that'll make you the go-to person for transforming data visualizations into engaging and interesting stories.

Data Analytics Using Splunk 9.x. A practical guide to implementing Splunk’s features for performing data analysis at scale

Dr. Nadine Shillingford

Splunk 9 improves on the existing Splunk tool to include important features such as federated search, observability, performance improvements, and dashboarding. This book helps you to make the best use of the impressive and new features to prepare a Splunk installation that can be employed in the data analysis process.Starting with an introduction to the different Splunk components, such as indexers, search heads, and forwarders, this Splunk book takes you through the step-by-step installation and configuration instructions for basic Splunk components using Amazon Web Services (AWS) instances. You’ll import the BOTS v1 dataset into a search head and begin exploring data using the Splunk Search Processing Language (SPL), covering various types of Splunk commands, lookups, and macros. After that, you’ll create tables, charts, and dashboards using Splunk’s new Dashboard Studio, and then advance to work with clustering, container management, data models, federated search, bucket merging, and more.By the end of the book, you’ll not only have learned everything about the latest features of Splunk 9 but also have a solid understanding of the performance tuning techniques in the latest version.

Canva Cookbook. Unlock the full potential of Canva with practical recipes for creating stunning visuals effortlessly

Barbara Tulissi

Drawing from her expertise in digital design, Barbara Tulissi will guide you through Canva's user-friendly platform, showcasing how to create stunning visuals and transform your basic Canva knowledge into professional-level design skills.The Canva Cookbook starts with a quick overview of Canva, guiding you through its main features and ensuring you're set up for success, before focusing on creating a brand. You will do this through workbook-like questions and activities, helping you understand your brand's vision, values, and voice. After that, each chapter focuses on specific design objectives, providing step-by-step recipes on crafting engaging social media content, creating eye-catching videos and ads, and developing print-ready materials. Through a blend of theory, instructions, and examples, you'll also learn how to make your designs more accessible – including the use of captions and alt text – as well as how to harness the power of Canva AI for efficient and powerful brand storytelling.By the end of this book, you'll not only be able to create visually compelling projects but you will have also built up a powerful skill arsenal that will help you speed up your creative process and unleash your creativity with Canva.

Go Recipes for Developers. Top techniques and practical solutions for real-life Go programming problems

Burak Serdar

With its simple syntax and sensible conventions, Go has emerged as the language of choice for developers in network programming, web services, data processing, and other settings. This practical guide helps engineers leverage Go through up-to-date recipes that solve common problems in day-to-day programming. Drawing from three decades of distributed systems engineering and technical leadership at companies like Red Hat, Burak Serdar brings battle-tested expertise in building robust, scalable applications. He starts by covering basics of code structure, describing different approaches to organizing packages for different types of projects. You’ll discover practical solutions to engineering challenges in network programming, dealing with processes, databases, data processing pipelines, and testing. Each chapter provides working solutions and production-ready code snippets that you can seamlessly incorporate into your programs while working in sequential and concurrent settings. The solutions leverage the more recent additions to the Go language, such as generics and structured logging. Most of the examples are developed using the Go standard library without any third-party packages. By the end of this book, you’ll have worked through a collection of proven recipes that will equip you accelerate your Go development journey.

Alfresco Developer Guide. Customizing Alfresco with actions, web scripts, web forms, workflows, and more

Jeff Potts, Alfresco.com

Learning AWS. Design, build, and deploy responsive applications using AWS cloud components

Aurobindo Sarkar, Amit Shah

Drupal 6 Search Engine Optimization. Rank high in search engines with professional SEO tips, modules, and best practices for Drupal web sites

Ben Finklea

The earlier a site appears in the search results list, the more visitors it will receive from the search engine. Despite several advantages, many Drupal sites suffer with poor search engine standings. Perhaps you are aware of the importance of SEO for increasing traffic to your site, but do you know how to apply it to your Drupal site? Here comes the first book about search engine optimization for Drupal sites.This practical, step-by-step guide takes the mystery out of Drupal search engine optimization (SEO) by showing you the tricks of today's top marketing pros to achieve top ranking in the search engines. This isn't a book of Drupal SEO theory ñ it's a practical guide showing you which modules to install, which settings to use, and dozens of the most closely guarded tricks of the trade to get your web site optimized, higher in the search engines, and more profitable.With this book and basic Drupal 6 knowledge ñ how to log in, create content, and install modules ñ you can build a perfectly search engine optimized web site. Each chapter uses easy, step-by-step instructions to walk you through the Drupal SEO modules, configurations, and content you will need to increase traffic on your web site. You start by reviewing the modules and tools that you should use to optimize your site, how to set up your analytics, and so on. Each subsequent chapter gives detailed instructions on implementing these features in Drupal. Later chapters cover topics like site organization, A/B testing, and automatic content tagging to maximize SEO and increase the conversion rate of your web site. When you have completed the book, you will have implemented the changes to your site required to rank well in the search engines. If you want to maximize the return on investment of your Drupal 6 web site and gain a significant advantage over competitors who are not using Drupal, then this book is for you. Imagine how great you'll feel when your site is optimized to increase the number of visitors and convert them into paying customers.

Deno Web Development. Write, test, maintain, and deploy JavaScript and TypeScript web applications using Deno

Alexandre Portela dos Santos, Miguel Loureiro

Deno is a JavaScript and TypeScript runtime with secure defaults and a great developer experience. With Deno Web Development, you'll learn all about Deno's primitives, its principles, and how you can use them to build real-world applications. The book is divided into three main sections: an introduction to Deno, building an API from scratch, and testing and deploying a Deno application.The book starts by getting you up to speed with Deno's runtime and the reason why it was developed. You'll explore some of the concepts introduced by Node, why many of them transitioned into Deno, and why new features were introduced. After understanding Deno and why it was created, you will start to experiment with Deno, exploring the toolchain and writing simple scripts and CLI applications. As you progress to the second section, you will create a simple web application and then add more features to it. This application will evolve from a simple 'hello world' API to a web application connected to the database, with users, authentication, and a JavaScript client. In the third section, the book will take you through topics such as dependency management, configuration and testing, finishing with an application deployed in a cloud environment.By the end of this web development book, you will become comfortable with using Deno to create, maintain, and deploy secure and reliable web applications.

Learning Microsoft Azure. A comprehensive guide to cloud application development using Microsoft Azure

Geoff Webber Cross

Microsoft .NET Framework 4.5 Quickstart Cookbook. Get up to date with the exciting new features in .NET 4.5 Framework with these simple but incredibly effective recipes

Jose Luis Latorre, Jose Luis Latorre Millas

With about ten years since its first release, Microsoft's .NET Framework 4.5 is one of the most solid development technologies to create casual, business, or enterprise applications. It has evolved into a very stable framework and solid framework for developing applications, with a solid core, called the CLR (Common Language Runtime) Microsoft .NET Framework 4.5 includes massive changes and enables modern application and UI development.Microsoft .Net Framework 4.5 Quickstart Cookbook aims to give you a run through the most exciting features of the latest version. You will experience all the flavors of .NET 4.5 hands on. The “How-to” recipes mix the right ingredients for a final taste of the most appetizing features and characteristics. The book is written in a way that enables you to dip in and out of the chapters.The book is full of practical code examples that are designed to clearly exemplify the different features and their applications in real-world development. All the chapters and recipes are progressive and based on the fresh features on .NET Framework 4.5.The book will begin by teaching you to build a modern UI application and improve it to make it Windows 8 Modern UI apps lifecycle model-compliant. You will create a portable library and throttle data source updating delays. Towards the end of the book, you will create you first Web API.

React Projects. Build advanced cross-platform projects with React and React Native to become a professional developer - Second Edition

Roy Derks

Developed by Facebook, React is a popular library for building impressive user interfaces. React extends its capabilities to mobile platforms using the React Native framework and integrates with popular web and mobile tools to build scalable applications.React Projects is your guide to learning React development by using modern development patterns and integrating React with powerful web tools, such as GraphQL, Expo, and React 360. You'll start building a real-world project right from the first chapter and get hands-on with developing scalable applications as you advance to building more complex projects. Throughout the book, you'll use the latest versions of React and React Native to explore features such as routing, Context, and Hooks on multiple platforms, which will help you build full-stack web and mobile applications efficiently. Finally, you'll get to grips with unit testing with Jest and end-to-end testing with Cypress to build test-driven apps.By the end of this React book, you'll have developed the skills necessary to start building scalable React apps across web and mobile platforms.

Synthetic Data for Machine Learning. Revolutionize your approach to machine learning with this comprehensive conceptual guide

Abdulrahman Kerim

The machine learning (ML) revolution has made our world unimaginable without its products and services. However, training ML models requires vast datasets, which entails a process plagued by high costs, errors, and privacy concerns associated with collecting and annotating real data. Synthetic data emerges as a promising solution to all these challenges.This book is designed to bridge theory and practice of using synthetic data, offering invaluable support for your ML journey. Synthetic Data for Machine Learning empowers you to tackle real data issues, enhance your ML models' performance, and gain a deep understanding of synthetic data generation. You’ll explore the strengths and weaknesses of various approaches, gaining practical knowledge with hands-on examples of modern methods, including Generative Adversarial Networks (GANs) and diffusion models. Additionally, you’ll uncover the secrets and best practices to harness the full potential of synthetic data.By the end of this book, you’ll have mastered synthetic data and positioned yourself as a market leader, ready for more advanced, cost-effective, and higher-quality data sources, setting you ahead of your peers in the next generation of ML.

AWS Observability Handbook. Monitor, trace, and alert your cloud applications with AWS’ myriad observability tools

Phani Kumar Lingamallu, Fabio Braga de Oliveira

As modern application architecture grows increasingly complex, identifying potential points of failure and measuring end user satisfaction, in addition to monitoring application availability, is key. This book helps you explore AWS observability tools that provide end-to-end visibility, enabling quick identification of performance bottlenecks in distributed applications.You’ll gain a holistic view of monitoring and observability on AWS, starting from observability basics using Amazon CloudWatch and AWS X-Ray to advanced ML-powered tools such as AWS DevOps Guru. As you progress, you'll learn about AWS-managed open source services such as AWS Distro for OpenTelemetry (ADOT) and AWS managed Prometheus, Grafana, and the ELK Stack. You’ll implement observability in EC2 instances, containers, Kubernetes, and serverless apps and grasp UX monitoring. With a fair mix of concepts and examples, this book helps you gain hands-on experience in implementing end-to-end AWS observability in your applications and navigating and troubleshooting performance issues with the help of use cases. You'll also learn best practices and guidelines, such as how observability relates to the Well-Architected Framework.By the end of this AWS book, you’ll be able to implement observability and monitoring in your apps using AWS’ native and managed open source tools in real-world scenarios.