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In the world of big data, efficiently processing and analyzing massive datasets for machine learning can be a daunting task. Written by Deepak Gowda, a data scientist with over a decade of experience and 30+ patents, this book provides a hands-on guide to mastering Spark’s capabilities for efficient data processing, model building, and optimization. With Deepak’s expertise across industries such as supply chain, cybersecurity, and data center infrastructure, he makes complex concepts easy to follow through detailed recipes.This book takes you through core machine learning concepts, highlighting the advantages of Spark for big data analytics. It covers practical data preprocessing techniques, including feature extraction and transformation, supervised learning methods with detailed chapters on regression and classification, and unsupervised learning through clustering and recommendation systems. You’ll also learn to identify frequent patterns in data and discover effective strategies to deploy and optimize your machine learning models. Each chapter features practical coding examples and real-world applications to equip you with the knowledge and skills needed to tackle complex machine learning tasks.By the end of this book, you’ll be ready to handle big data and create advanced machine learning models with Apache Spark.
Salil Ahuja, Swami Chandrasekaran
By adopting an SOA approach in Business Process Management (BPM), you can make your application flexible, reusable, and adaptable to new developments. The SOA approach also gives you the potential to lower costs (from reuse), and increase revenue (from adaptability and flexibility). However, integrating basic SOA constructs (such as Process, Business Services, and Components) and core building blocks of BPM (such as Process Modeling and Enterprise Service Bus) in a real-world application can be challenging.This book introduces basic concepts of Business Integration, SOA Fundamentals, and SOA Programming Model and implements them in numerous examples. It guides you to building an Order Management application from scratch using the principles of Business Process Management and Service Oriented Architecture and using WebSphere Process Server (WPS) and WebSphere Enterprise Service Bus (WESB). The various detailed aspects, features, and capabilities of the product are conveyed through examplesWe begin with essential concepts on Business Integration, SOA Fundamentals and SOA Programming Model. Then we set up the development environment to build your first Hello Process and Hello Mediation applications.Gradually, we build an SOA-based Order Management Application. We cover important aspects and functions of WPS and WESB with numerous practical examples. We show how to analyze your application's business requirements and check if an SOA approach is appropriate for your project. Then you do a top-down decomposition of your application and identify its use cases, business processes, and services. Having built the SOA Application, we introduce you to various non-functional topics, including: Administration, Governance, Management, Monitoring, and Security. We also discuss deployment topologies for WPS and WESB, performance tuning, and recommended practices.
Modern mobile devices are capable of supporting video games of amazing quality but there are so many different devices and platforms how can you support them all? The answer is to use the Marmalade SDK to write your code once and deploy it to all popular mobile platforms at the touch of a button.Marmalade SDK Mobile Game Development Essentials will provide you with everything you need to know to transfer your existing C++ videogame programming knowledge to mobile devices. From graphics and sound to input methods and actual deployment to device, this book covers the lot.Learn how to make use of keys, touch screen and accelerometer inputs for controlling your game.Take the pain out of supporting a varied range of target devices, both across multiple platforms and multiple specifications.Step by step from Hello World to a complete game, this book will show how to use the Marmalade SDK to develop games for mobile devices.Learn how to make dazzling 2D and 3D games complete with fully animated characters, music and sound effects that can be deployed to all the leading mobile platforms, whilst ensuring it can run on a wide range of possible devices, from low specification to high end.If you want to join the exciting world of mobile videogames then Learning Mobile Game Development with Marmalade will show you how to do so, fast!
Information Security Handbook is a practical guide that’ll empower you to take effective actions in securing your organization’s assets. Whether you are an experienced security professional seeking to refine your skills or someone new to the field looking to build a strong foundation, this book is designed to meet you where you are and guide you toward improving your understanding of information security.Each chapter addresses the key concepts, practical techniques, and best practices to establish a robust and effective information security program. You’ll be offered a holistic perspective on securing information, including risk management, incident response, cloud security, and supply chain considerations. This book has distilled years of experience and expertise of the author, Darren Death, into clear insights that can be applied directly to your organization’s security efforts. Whether you work in a large enterprise, a government agency, or a small business, the principles and strategies presented in this book are adaptable and scalable to suit your specific needs.By the end of this book, you’ll have all the tools and guidance needed to fortify your organization’s defenses and expand your capabilities as an information security practitioner.
An integral component of Oracle SOA and BPM Suite, Oracle BAM (Business Activity Monitoring) ultimately empowers business executives to react quickly to changing business situations. BAM enables business service and process monitoring through real-time data streaming and operational reports, and this book helps you to take advantage of this vital tool with best practice guidance for building a BAM project.Oracle BAM 11gR1 Handbook is an essential companion for advancing your BAM knowledge, with troubleshooting and performance tuning tips to guide you in building BAM applications. The book uses step-by-step instructions alongside a real world demo project to steer you through the pitfalls of report and application development. Packed with best practices, you'll learn about BAM migration, HA configuration and much more.Oracle BAM 11gR1 Handbook comprises a myriad of best practices for building real-time operational dashboards, reports and alerts. The book dives straight into the architecture of Oracle BAM 11g, before moving swiftly onto concepts like managing BAM server securities, populating Data Objects and performing load testing. Later on you'll also learn about BAM migration and building an ADF-based report, plus much more that you won't want to miss. For focusing in on best practices for this integral tool within Oracle SOA and BPM Suite, Oracle BAM 11gR1 Handbook is the perfect guide for the job.