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Big Data Analytics. Real time analytics using Apache Spark and Hadoop
Big Data Analytics book aims at providing the fundamentals of Apache Spark and Hadoop. All Spark components – Spark Core, Spark SQL, DataFrames, Data sets, Conventional Streaming, Structured Streaming, MLlib, Graphx and Hadoop core components – HDFS, MapReduce and Yarn are explored in greater depth with implementation examples on Spark + Hadoop clusters. It is moving away from MapReduce to Spark. So, advantages of Spark over MapReduce are explained at great depth to reap benefits of in-memory speeds. DataFrames API, Data Sources API and new Data set API are explained for building Big Data analytical applications. Real-time data analytics using Spark Streaming with Apache Kafka and HBase is covered to help building streaming applications. New Structured streaming concept is explained with an IOT (Internet of Things) use case. Machine learning techniques are covered using MLLib, ML Pipelines and SparkR and Graph Analytics are covered with GraphX and GraphFrames components of Spark. Readers will also get an opportunity to get started with web based notebooks such as Jupyter, Apache Zeppelin and data flow tool Apache NiFi to analyze and visualize data.
TypeScript: Modern JavaScript Development. Click here to enter text
Remo H. Jansen, Vilic Vane, Ivo Gabe de Wolff
TypeScript is an open source and cross-platform typed superset of JavaScript that compiles to plain JavaScript that runs in any browser or any host. TypeScript adds optional static types, classes, and modules to JavaScript, to enable great tooling and better structuring of large JavaScript applications. Through this three-module learning path, you’ll learn the ins-and-outs of TypeScript for building more robust software.The first module gets you started with TypeScript and helps you understand the basics of TypeScript and automation tools. Get a detailed description of function, generics, callbacks, and promises, and discover the object-oriented features and memory management functionality of TypeScript.The next module starts by explaining the current challenges when designing and developing an application and how you can solve these challenges by applying the correct design pattern and best practices. You will be introduced to low-level programming concepts to help you write TypeScript code, as well as working with software architecture, best practices, and design aspects.The final module will help you 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 the fun wasn't enough, you'll also find out how to migrate your legacy codebase from JavaScript to TypeScript.By the end of this Learning Path, you will be able to take your skills up a notch and develop full-fledged web applications using the latest features of the TypeScript.This Learning Path combines some of the best that Packt has to offer in one complete, curated package. It includes content from the following Packt products:• Learning TypeScript by Remo H. Jansen• TypeScript Design Patterns by Vilic Vane• TypeScript Blueprints by Ivo Gabe de Wolff
Rich Collier, Camilla Montonen, Bahaaldine Azarmi
Elastic Stack, previously known as the ELK stack, is a log analysis solution that helps users ingest, process, and analyze search data effectively. With the addition of machine learning, a key commercial feature, the Elastic Stack makes this process even more efficient. This updated second edition of Machine Learning with the Elastic Stack provides a comprehensive overview of Elastic Stack's machine learning features for both time series data analysis as well as for classification, regression, and outlier detection.The book starts by explaining machine learning concepts in an intuitive way. You'll then perform time series analysis on different types of data, such as log files, network flows, application metrics, and financial data. As you progress through the chapters, you'll deploy machine learning within Elastic Stack for logging, security, and metrics. Finally, you'll discover how data frame analysis opens up a whole new set of use cases that machine learning can help you with.By the end of this Elastic Stack book, you'll have hands-on machine learning and Elastic Stack experience, along with the knowledge you need to incorporate machine learning in your distributed search and data analysis platform.
When you are developing on the Microsoft platform, Visual Studio 2010 offers you a range of powerful tools and makes the whole process easier and faster. After learning it, if you are think that you can sit back and relax, you cannot be further away from truth. To beat the crowd, you need to be better than others, learn tips and tricks that other don't know yet. This book is a compilation of the best practices of programming with Visual Studio.Visual Studio 2010 best practices will take you through the practices that you need to master programming with .NET Framework. The book goes on to detail several practices involving many aspects of software development with Visual Studio. These practices include debugging and exception handling and design. It details building and maintaining a recommended practices library and the criteria by which to document recommended practicesThe book begins with practices on source code control (SCC). It includes different types of SCC and discusses how to choose them based on different scenarios. Advanced syntax in C# is then covered with practices covering generics, iterator methods, lambdas, and closures.The next set of practices focus on deployment as well as creating MSI deployments with Windows Installer XML (WiX)óincluding Windows applications and services. The book then takes you through practices for developing with WCF and Web Service.The software development lifecycle is completed with practices on testing like project structure, naming, and the different types of automated tests. Topics like test coverage, continuous testing and deployment, and mocking are included. Although this book uses Visual Studio as example, you can use these practices with any IDE.
Ubuntu Server has taken data centers around the world by storm. Whether you're deploying Ubuntu for a large-scale project or for a small office, it is a stable, customizable, and powerful Linux distribution with innovative and cutting-edge features. For both simple and complex server deployments, Ubuntu's flexible nature can be easily adapted to meet to the needs of your organization.This third edition is updated to cover the advancements of Ubuntu 20.04 LTS and further train you to understand how to use Ubuntu Server, from initial deployment to creating production-ready resources for your network. The book begins with the concepts of user management, group management, and file system permissions. Continuing into managing storage volumes, you will learn how to format storage devices, utilize logical volume management, and monitor disk usage. Later, you will learn how to virtualize hosts and applications, which will include setting up QEMU & KVM, as well as containerization with both Docker and LXD. As the book continues, you will learn how to automate configuration with Ansible, as well as take a look at writing scripts. Lastly, you will explore best practices and troubleshooting techniques when working with Ubuntu Server that are applicable to real-world scenarios.By the end of this Ubuntu Server book, you will be well-versed in Ubuntu server’s advanced concepts and attain the required proficiency needed for Ubuntu Server administration.
Microsoft Windows Presentation Foundation (WPF) provides a rich set of libraries and APIs for developers to create engaging user experiences. This book features a wide range of examples, from simple to complex, to demonstrate how to develop enterprise-grade applications with WPF.This updated second edition of Mastering Windows Presentation Foundation starts by introducing the benefits of using the Model-View-View Model (MVVM) software architectural pattern with WPF, then moves on, to explain how best to debug our WPF applications. It explores application architecture, and we learn how to build the foundation layer of our applications.It then demonstrates data binding in detail, and examines the various built-in WPF controls and a variety of ways in which we can customize them to suit our requirements. We then investigate how to create custom controls, for when the built-in functionality in WPF cannot be adapted for our needs.The latter half of the book deals with polishing our applications, using practical animations, stunning visuals and responsive data validation. It then moves on, to look at improving application performance, and ends with tutorials on several methods of deploying our applications.
Discover what makes SOLIDWORKS 2025 the leading choice for 3D engineering and product design applications across industries such as aviation, automobile, and consumer product design. Drawing from his experience of teaching over 100,000 global learners and expertise in design thinking, Tayseer Almattar brings a uniquely practical and learner-focused approach to mastering SOLIDWORKS.Starting with the fundamentals, this new edition walks you through the software interface and introduces you to working with 3D files. Through easy-to-follow exercises and hands-on examples, you’ll master essential skills such as sketching, building complex 3D models, generating dynamic and static assemblies, and generating 2D engineering drawings. Each concept will build upon the last to prepare you to take on any design project with confidence. To reinforce your understanding of SOLIDWORKS, the book includes downloadable resources and real-world 3D modeling projects inspired by everyday objects.By the end of this book, you'll have the expertise to create professional 3D mechanical models using SOLIDWORKS and be well-prepared for the Certified SOLIDWORKS Associate (CSWA) and Certified SOLIDWORKS Professional (CSWP) exams.
Developers are changing their deployment artifacts from application binaries to container images, giving rise to the need to build container-based apps as part of their new development workflow. Managing an app’s life cycle is complex and requires effort—this book will show you how to efficiently develop, share, and execute applications.You’ll learn how to automate the build and delivery process using CI/CD tools with containers as container orchestrators manage the complexity of running cluster-wide applications, creating infrastructure abstraction layers, while your applications run with high availability, resilience, and persistence. As you advance, you’ll develop, test, and debug applications on your desktop and get them ready to run in production with optimal security standards, using deployment patterns and monitoring tools to help identify common issues. You’ll also review deployment patterns that’ll enable you to solve common deployment problems, providing high availability, scalability, and security to your applications. Finally, you’ll explore different solutions to monitor, log, and instrument your applications as per open-source community standards.By the end of this book, you’ll be able to manage your app’s life cycle by implementing CI/CD workflows using containers to automate the building and delivery of its components.
Mastering JIRA 7. Become an expert at using JIRA 7 through this one-stop guide! - Second Edition
Atlassian JIRA 7 is an enterprise issue tracker system. One of its key strengths is its ability to adapt to the needs of an organization, ranging from building software products to managing your support issues.This book provides a comprehensive explanation covering all three components of JIRA 7, such as JIRA Software, JIRA Core, and Jira Service Desk. It shows you how to master the key functionalities of JIRA and its customizations and useful add-ons, and is packed with real-world examples and use cases. You will first learn how to plan for a JIRA 7 installation and fetch data. We cover JIRA reports in detail, which will help you analyze your data effectively. You can add additional features to your JIRA application by choosing one of the already built-in add-ons or building a new one to suit your needs. Then you'll find out about implementing Agile methodologies in JIRA by creating Scrum and Kanban boards. We'll teach you how to integrate your JIRA Application with other tools such as Confluence, SVN, Git, and more, which will help you extend your application. Finally, we'll explore best practices and troubleshooting techniques to help you find out what went wrong and understand how to fix it.
We’re living in the era of digital transformation, where organizations rely on APIs to enable innovation within the business and IT teams are asked to continue doing more with less. Written by Jim Andrews, a Mulesoft Evangelist, and Jitendra Bafna, a Senior Solution Architect with expertise in setting up Mulesoft, this book will help you deliver a robust, secure, and flexible enterprise API platform, supporting any required business outcome.You’ll start by exploring Anypoint Platform’s architecture and its capabilities for modern integration before learning how to align business outcomes with functional requirements and how non-functional requirements shape the architecture. You'll also find out how to leverage Catalyst and Accelerators for efficient development. You'll get to grips with hassle-free API deployment and hosting in CloudHub 1.0/2.0, Runtime Fabric Manager, and hybrid environments and familiarize yourself with advanced operating and monitoring techniques with API Manager and Anypoint Monitoring. The final chapters will equip you with best practices for tackling complex topics and preparing for the MuleSoft Certified Platform Architect exam.By the end of this book, you’ll understand Anypoint Platform’s capabilities and be able to architect solutions that deliver the desired business outcomes.
Completely free and open source, Blender, with its supportive community and powerful feature set, is an indispensable tool for creating 3D animations. However, learning the software can be a challenge given the complexity of its interface and the intricacies of animation theory.If you want to venture into 3D animation but don’t know where to start, Realizing 3D Animation in Blender is for you. Adopting a practical approach, this guide simplifies the theory of 3D animation and the many animation workflows specific to Blender. Through detailed exercises and a sharp focus on the animation process, this book equips you with everything you need to set out on your path to becoming a 3D animator. It’s much more than just an introduction; this book covers complex concepts such as F-Curve modifiers, rigid-body physics simulation, and animating with multiple cameras, presented in an easy-to-follow manner to avoid common pitfalls encountered by novice animators.By the end of this Blender 3D animation book, you’ll have gained the knowledge, experience, and inspiration to start creating impressive 3D animations on your own.
Data Wrangling with SQL. A hands-on guide to manipulating, wrangling, and engineering data using SQL
Raghav Kandarpa, Shivangi Saxena
The amount of data generated continues to grow rapidly, making it increasingly important for businesses to be able to wrangle this data and understand it quickly and efficiently. Although data wrangling can be challenging, with the right tools and techniques you can efficiently handle enormous amounts of unstructured data.The book starts by introducing you to the basics of SQL, focusing on the core principles and techniques of data wrangling. You’ll then explore advanced SQL concepts like aggregate functions, window functions, CTEs, and subqueries that are very popular in the business world. The next set of chapters will walk you through different functions within SQL query that cause delays in data transformation and help you figure out the difference between a good query and bad one. You’ll also learn how data wrangling and data science go hand in hand. The book is filled with datasets and practical examples to help you understand the concepts thoroughly, along with best practices to guide you at every stage of data wrangling.By the end of this book, you’ll be equipped with essential techniques and best practices for data wrangling, and will predominantly learn how to use clean and standardized data models to make informed decisions, helping businesses avoid costly mistakes.
Microsoft Dynamics GP is an enterprise resource planning system, essentially an accounting system on steroids, designed for mid-sized organizations. The implementation of Dynamics GP is usually considered to be complex, and people often realize there must be more efficient ways of working with the system. This book will show readers how to improve their use of Dynamics GP and get the most out of this tool quickly and effectively.Microsoft Dynamics GP 2013 Cookbook picks up where implementation training leaves off. Whether you are new or experienced you will find useful recipes for improving the way you use and work with Dynamics GP. The clear recipe steps and screenshots make implementing these solutions easy for users of any level and will be sure to improve your efficiency with the Dynamics GP 2013 system.The book starts with recipes designed to enhance the usefulness of Microsoft Dynamics GP by personalizing the look and feel of the application. Most of the recipes are designed to give tips for a typical installation of Dynamics GP, including core financials and distribution modules. The book then moves through recipes that include automating Dynamics GP to allow users or administrators to focus on value adding tasks, harnessing the power of SmartLists to leverage both simplicity and power, connecting Dynamics GP to Microsoft Office 2013, exposing hidden features in Dynamics GP, and much more!Through the final chapters, the book covers system maintenance and extending Dynamics GP with the Support Debugging Tool and Professional Services Tools Library.
Marc Boorshtein, Scott Surovich, Ed Price
Kubernetes – An Enterprise Guide, Third Edition, provides a practical and up-to-date resource for navigating modern cloud-native technologies. This edition covers advanced Kubernetes deployments, security best practices, and key strategies for managing enterprise workloads efficiently.The book explores critical topics such as virtual clusters, container security, and secrets management, offering actionable insights for running Kubernetes in production environments. Learn how to transition to microservices with Istio, implement GitOps and CI/CD for streamlined deployments, and enhance security using OPA/Gatekeeper and KubeArmor.Designed for professionals, this guide equips you with the knowledge to integrate Kubernetes with industry-leading tools and optimize business-critical applications. Stay ahead in the evolving cloud landscape with strategies that drive efficiency, security, and scalability.
Amit Gupta, Savitra Sirohi, Amit Gupta
Koha is the first full-featured open source library management system that is widely used for efficiently managing libraries. However, setting up and maintaining Koha is no walk in the park. It is not as straightforward as setting up the other popular LAMP applications.This practical guide provides all the essential information that is needed to make the task of installing and configuring Koha really seem simple and easy. It demonstrates how to set up Koha and its various aspects – installation, configuration, application administration, and data migration. It also covers troubleshooting, software maintenance, software customization, and other advanced topics.The book starts with installing and configuring the LAMP stack and the Koha application to meet your needs. It then goes deeper into setting up various rules and configuring settings for Koha. It also covers data migration of catalog records, software maintenance, and customization of the application. Chapters are also dedicated to providing an insight into advanced topics such as LDAP integration and Internationalization. Filled with numerous code samples and screenshots, this book will tour you through setting up Koha for evaluation or test purposes. It also includes loads of tips for troubleshooting and maintenance activities.By the end of this book, you will have gained the knowledge to get the most out of your Koha installation.