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Building scalable software systems is more critical than ever. Yet, many software professionals struggle to navigate the complexities of system design, especially when aiming for positions at top tech companies. Written by Dhirendra Sinha, a seasoned Engineering Leader at Google with a blend of experience working at large companies such as Cisco, Oracle, and Yahoo, and Tejas Chopra, a Senior Software Engineer at Netflix, a TEDx speaker, and a Co-Founder of GoEB1, this comprehensive and authoritative resource on system design offers invaluable insights and strategies to help you excel in interviews with all major tech companies. This guide covers the basics of system design, including the principles and techniques of distributed systems, and delves into core building blocks such as distributed system theorems, attributes, and the design and implementation of system components. Following examples of popular applications such as Uber, Twitter, Instagram, Google Docs, and Netflix, you’ll learn how to apply concepts to real-world scenarios. The book offers expert advice and strategies for preparing and acing system design interviews, along with a mind map/cheat sheet summarizing the key takeaways. By the end of this book, you’ll be equipped with unique techniques and the confidence to solve any coding interview question.
Anthony Virtuoso, Mert Turkay Hocanin, Aaron Wishnick, Rahul Pathak
Amazon Athena is an interactive query service that makes it easy to analyze data in Amazon S3 using SQL, without needing to manage any infrastructure.This book begins with an overview of the serverless analytics experience offered by Athena and teaches you how to build and tune an S3 Data Lake using Athena, including how to structure your tables using open-source file formats like Parquet. You’ll learn how to build, secure, and connect to a data lake with Athena and Lake Formation. Next, you’ll cover key tasks such as ad hoc data analysis, working with ETL pipelines, monitoring and alerting KPI breaches using CloudWatch Metrics, running customizable connectors with AWS Lambda, and more. Moving on, you’ll work through easy integrations, troubleshooting and tuning common Athena issues, and the most common reasons for query failure. You will also review tips to help diagnose and correct failing queries in your pursuit of operational excellence. Finally, you’ll explore advanced concepts such as Athena Query Federation and Athena ML to generate powerful insights without needing to touch a single server.By the end of this book, you’ll be able to build and use a data lake with Amazon Athena to add data-driven features to your app and perform the kind of ad hoc data analysis that often precedes many of today’s ML modeling exercises.
Data Quality in the Age of AI. Building a foundation for AI strategy and data culture
As organizations worldwide seek to revamp their data strategies to leverage AI advancements and benefit from newfound capabilities, data quality emerges as the cornerstone for success. Without high-quality data, even the most advanced AI models falter. Enter Data Quality in the Age of AI, a detailed report that illuminates the crucial role of data quality in shaping effective data strategies.Packed with actionable insights, this report highlights the critical role of data quality in your overall data strategy. It equips teams and organizations with the knowledge and tools to thrive in the evolving AI landscape, serving as a roadmap for harnessing the power of data quality, enabling them to unlock their data's full potential, leading to improved performance, reduced costs, increased revenue, and informed strategic decisions.
Lance Phillips, Stefania Marangoni
Micro content dominates social media marketing, but subpar editing and low-quality videos can shrink your audience. Elevate your social media game with DaVinci Resolve - the world’s most trusted name in color grading that has been used to grade Hollywood films, TV shows, and commercials. Version 18 enables you to edit, compose VFX, mix sound, and deliver videos for different platforms, including social media and the web.You’ll learn the basics of using DaVinci Resolve 18 to create video content, by first gaining an overview of creating a complete short video for social media distribution directly from within the “Cut” page. You’ll discover advanced editing, VFX composition, color grading, and sound editing techniques to enhance your content and fix common video content issues that occur while using consumer cameras or mobile phones.By the end of this book, you’ll be well-equipped to use DaVinci Resolve to edit, fix, finish, and publish short-form video content directly to social media sites such as YouTube, Twitter, and Vimeo.
The IT industry is constantly evolving with the introduction of new technologies. While it is important to keep up with advancements, maintaining legacy systems is equally necessary to ensure that the infrastructure of your organization functions to the best of its ability. Sound knowledge of techniques that can be used for maintaining legacy systems can help you avoid common pitfalls.The book begins with a quick overview of what a real legacy system looks like, how it works, and common issues that may be faced when trying to maintaining it. You'll then explore the architecture of a legacy system in detail and understand each of its components. As you progress, you'll discover a variety of techniques for analyzing a legacy system and how to apply them. Once you get to grips with the security constraints associated with legacy systems, you'll explore ways to secure them. Finally, you'll be able to easily make changes in legacy systems to enhance their performance.By the end of this book, you’ll have developed the skills and confidence to work with legacy systems and efficiently maintain them.
Electron Projects. Build over 9 cross-platform desktop applications from scratch
The Electron framework allows you to use modern web technologies to build applications that share the same code across all operating systems and platforms. This also helps designers to easily transition from the web to the desktop. Electron Projects guides you through building cross-platform Electron apps with modern web technologies and JavaScript frameworks such as Angular, React.js, and Vue.js.You’ll explore the process of configuring modern JavaScript frameworks and UI libraries, real-time analytics and automatic updates, and interactions with the operating system. You’ll get hands-on with building a basic Electron app, before moving on to implement a Markdown Editor. In addition to this, you’ll be able to experiment with major JavaScript frameworks such as Angular and Vue.js, discovering ways to integrate them with Electron apps for building cross-platform desktop apps. Later, you’ll learn to build a screenshot snipping tool, a mini-game, and a music player, while also gaining insights into analytics, bug tracking, and licensing. You’ll then get to grips with building a chat app, an eBook generator and finally a simple digital wallet app.By the end of this book, you’ll have experience in building a variety of projects and project templates that will help you to apply your knowledge when creating your own cross-platform applications.
Autodesk Civil 3D can radically increase your civil engineering design and efficiency if you learn to make the most of its features and partner software platforms. Autodesk Civil 3D from Start to Finish will teach you how to leverage its strengths and scale efficiency to large teams.With this book, you’ll uncover all the major features Civil 3D offers, from surface development to intelligent utility design as well as dynamic display work for smart document creation. You’ll learn to configure and manage your civil engineering designs and explore practical applications of tools and modeling techniques available within the software.By the end of this book, you’ll have a thorough understanding of Autodesk Civil 3D along with its partner programs to strategize and improve your future projects.
Soledad Galli, Christoph Molnar
Streamline data preprocessing and feature engineering in your machine learning project with this third edition of the Python Feature Engineering Cookbook to make your data preparation more efficient.This guide addresses common challenges, such as imputing missing values and encoding categorical variables using practical solutions and open source Python libraries. You’ll learn advanced techniques for transforming numerical variables, discretizing variables, and dealing with outliers. Each chapter offers step-by-step instructions and real-world examples, helping you understand when and how to apply various transformations for well-prepared data.The book explores feature extraction from complex data types such as dates, times, and text. You’ll see how to create new features through mathematical operations and decision trees and use advanced tools like Featuretools and tsfresh to extract features from relational data and time series.By the end, you’ll be ready to build reproducible feature engineering pipelines that can be easily deployed into production, optimizing data preprocessing workflows and enhancing machine learning model performance.
Xuelei Qian, Rui Wang, Robert Osfield
Virtual reality has quite a lot of demand in computer science today and OpenSceneGraph, being one of the best 3D graphics toolkits, is being used widely. Although you can use the powerful OpenSceneGraph, based on the low-level OpenGL API, to implement virtual-reality applications that simulate different environments in the 3D world, developing picture-perfect applications is easier said than done.This book has been written with the goal of helping readers become familiar with the structure and main functionalities of OpenSceneGraph (OSG), and guide them to develop virtual-reality applications using this powerful 3D graphics engine. This book covers the essence of OpenSceneGraph (OSG), providing programmers with detailed explanations and examples of scene graph APIs.This book helps you take full advantages of the key features and functionalities of OpenSceneGraph (OSG). You will learn almost all of the core elements required in a virtual reality application, including memory management, geometry creation, the structure of the scene graph, realistic rendering effects, scene navigation, animation, interaction with input devices and external user interfaces, file reading and writing, and so on.With the essential knowledge contained in this book, you will be able to start using OSG in your own projects and research fields, and extend its functionalities by referring to OSG's source code, official examples and API documentation.This handy book divides the core functionalities of the proved and comprehensive OpenSceneGraph (OSG) 3D graphics engine into different aspects, which are introduced in separate chapters. Each chapter can be treated as an individual part that covers one important field of OSG programming, along with several examples illustrating concrete usages and solutions. But the sequence of chapters is also organized from the easy to the more difficult, to help you get to grips with OSG.By the end of the whole book, you will have gained a ready-to-use OSG development environment for yourself and have the general ability to develop OSG-based applications and extend practical functionalities for your own purposes.
Dr. Saket S.R. Mengle, Maximo Gurmendez
Amazon Web Services (AWS) is constantly driving new innovations that empower data scientists to explore a variety of machine learning (ML) cloud services. This book is your comprehensive reference for learning and implementing advanced ML algorithms in AWS cloud.As you go through the chapters, you’ll gain insights into how these algorithms can be trained, tuned, and deployed in AWS using Apache Spark on Elastic Map Reduce (EMR), SageMaker, and TensorFlow. While you focus on algorithms such as XGBoost, linear models, factorization machines, and deep nets, the book will also provide you with an overview of AWS as well as detailed practical applications that will help you solve real-world problems. Every application includes a series of companion notebooks with all the necessary code to run on AWS. In the next few chapters, you will learn to use SageMaker and EMR Notebooks to perform a range of tasks, right from smart analytics and predictive modeling through to sentiment analysis. By the end of this book, you will be equipped with the skills you need to effectively handle machine learning projects and implement and evaluate algorithms on AWS.
Microsoft Visio is a diagramming program which ultimately allows business professionals to explore and communicate complex information more effectively. Through easy-to-understand visual representations, Visio enables you to present complicated data in a clear and communicative way. Therefore, productivity is increased by utilizing the wide variety of diagrams that can convey information at a glance as data can be understood and acted upon quickly. This book enables business developers to unleash the full potential of Visio 2013 Professional Edition.Microsoft Visio 2013 Business Process Diagramming and Validation is a focused tutorial with a range of practical examples and downloadable code that shows you how to create business process diagramming templates with Visio, enabling you to effectively visualize business information. It draws on real business examples and needs and covers all the new features of Visio 2013 Professional Edition.This focused tutorial will enable you to get to grips with diagram validation in Visio 2013 Professional Edition to the fullest extent, enabling you to perform powerful automatic diagram verification based on custom logic and assuring correct and compliant diagrams. You will learn how to create and publish rules and how to use the ShapeSheet to write formulae. There is also a special focus on extending and enhancing the capabilities of Visio 2013 diagram validation and on features that are not found in the out-of-the-box product, like installing and using the new Rules Tools add-on complete with source code, reviewing the new diagramming rules in flowcharts and BPMN templates, and creating your own enhanced Data Flow Model Diagram template complete with validation rules.Microsoft Visio 2013 Business Process Diagramming and Validation begins by covering the basic functions of Visio 2013 before moving on to discuss how to formulate your own validation rules and how to use the Visio Object Model. ShapeSheet functions are explored in detail as well as how to create validation rule sets and visualizing issues, with practical demonstrations along the way. It also covers integration with SharePoint 2013 and Office365 and how to build a Rules Tools add-on using C#, how to create test and filter expressions, and how to publish validation rules for others to use. Finally, the book concludes with the creation and implementation of a new RuleSet for Data Flow Model Diagrams with a worked example. By following the practical and immediately deployable examples found in this book, you will successfully learn how to use the features of Microsoft Visio 2013 and how to extend the functionality provided in the box.
Developers of all levels can now easily develop custom, responsive, and rich web application clients with secure, scalable servers utilizing relational databases and RESTful services using WaveMaker Studio. Whether you need a departmental business application or a form application for your weekend club, this book will show you how to design, develop, and deploy professional grade web applications with WaveMaker.Easy Web Development with WaveMaker will help you use WaveMaker to design, develop, and deploy rich, responsive web applications, even if you are not a programmer. If you need to build a data-driven web application, but you only know ‘enough to be dangerous,' you need this book.This book examines every angle of using WaveMaker to build applications, from dissecting examples to customizing, deploying, and debugging your own applications.This book enables the non-professional programmer to become comfortable not only with using WaveMaker Studio itself, but also with the artefacts produced by the studio as well as the runtime and services provided by the WaveMaker framework. You will learn everything, from how customize the user experience with JavaScript and CSS to integrating with custom Java services and the Spring Framework server-side.Easy Web Development with WaveMaker 6.5 is packed with examples, code samples, screenshots, and links to equip you to be successful with WaveMaker Studio.