Mastering Transformers. The Journey from BERT to Large Language Models and Stable Diffusion - Second Edition

Savaş Yildirim, Meysam Asgari- Chenaghlu

Transformer-based language models such as BERT, T5, GPT, DALL-E, and ChatGPT have dominated NLP studies and become a new paradigm. Thanks to their accurate and fast fine-tuning capabilities, transformer-based language models have been able to outperform traditional machine learning-based approaches for many challenging natural language understanding (NLU) problems.Aside from NLP, a fast-growing area in multimodal learning and generative AI has recently been established, showing promising results. Mastering Transformers will help you understand and implement multimodal solutions, including text-to-image. Computer vision solutions that are based on transformers are also explained in the book. You’ll get started by understanding various transformer models before learning how to train different autoregressive language models such as GPT and XLNet. The book will also get you up to speed with boosting model performance, as well as tracking model training using the TensorBoard toolkit. In the later chapters, you’ll focus on using vision transformers to solve computer vision problems. Finally, you’ll discover how to harness the power of transformers to model time series data and for predicting.By the end of this transformers book, you’ll have an understanding of transformer models and how to use them to solve challenges in NLP and CV.

jMonkeyEngine 3.0 : Beginner's Guide. Whether you want to design 3D games with Java for love or for money, this is the primer you need to start using the free libraries of jMonkeyEngine 3.0. All hands on, all fun – it makes light work of learning

Erlend Sogge Heggen, Ruth Kusterer, Ruth Irene Kusterer

jMonkeyEngine 3.0 is a powerful set of free Java libraries that allows you to unlock your imagination, create 3D games and stunning graphics. Using jMonkeyEngine's library of time-tested methods, this book will allow you to unlock its potential and make the creation of beautiful interactive 3D environments a breeze.jMonkeyEngine 3.0 Beginner's Guide teaches aspiring game developers how to build modern 3D games with Java. This primer on 3D programming is packed with best practices, tips and tricks and loads of example code. Progressing from elementary concepts to advanced effects, budding game developers will have their first game up and running by the end of this book.From basic concepts and project creation to building a complex 3D Game, you will learn to layout 3D scenes, make them interactive and add various multi-media effects.You will find answers to common questions including best practices and approaches, how game characters can act and interact, how to simulate solid walls and physical forces, how to take it online to play over a network and much more.From Zero to Hero, start your journey to make your game idea a reality.

Mastering Azure Machine Learning. Perform large-scale end-to-end advanced machine learning in the cloud with Microsoft Azure Machine Learning

Christoph Körner, Kaijisse Waaijer

The increase being seen in data volume today requires distributed systems, powerful algorithms, and scalable cloud infrastructure to compute insights and train and deploy machine learning (ML) models. This book will help you improve your knowledge of building ML models using Azure and end-to-end ML pipelines on the cloud.The book starts with an overview of an end-to-end ML project and a guide on how to choose the right Azure service for different ML tasks. It then focuses on Azure Machine Learning and takes you through the process of data experimentation, data preparation, and feature engineering using Azure Machine Learning and Python. You'll learn advanced feature extraction techniques using natural language processing (NLP), classical ML techniques, and the secrets of both a great recommendation engine and a performant computer vision model using deep learning methods. You'll also explore how to train, optimize, and tune models using Azure Automated Machine Learning and HyperDrive, and perform distributed training on Azure. Then, you'll learn different deployment and monitoring techniques using Azure Kubernetes Services with Azure Machine Learning, along with the basics of MLOps—DevOps for ML to automate your ML process as CI/CD pipeline.By the end of this book, you'll have mastered Azure Machine Learning and be able to confidently design, build and operate scalable ML pipelines in Azure.

Microsoft Dynamics NAV Administration. A quick guide to install, configure, deploy, and administer Dynamics NAV with ease

Sharan Oberoi, Amit Sachdev

Microsoft Dynamics NAV is an Enterprise Resource Planning (ERP) software product that integrates financial, manufacturing, supply chain management, sales and marketing, project management, human resources, and services management information from across your organization, into a centralized database. It can take hours to browse through documentation and references available online to learn how to install, configure, deploy and administer Dynamics NAV. This book aims to offer quick-start information in one place.You will be amazed to find out how easily you can administer Dynamics NAV using this quick step-by-step guide. This book also has recommendations for software and hardware requirements including operating system considerations and hardware considerations for administering Dynamics NAV to your advantage. It covers some advanced functions to set up periodic activities, common batch jobs, and create object files. It will also guide you to secure your database by creating backups and improving performance with practical examples.First you will look at the considerations for deploying Dynamics NAV and best practices and the most important aspects of every ERP installation. Then you will install Dynamics NAV—client and server components and use Dynamics NAV with the Microsoft Stack.We discuss the Dynamics NAV Security Architecture including security recommendations and best practices. You will then create and restore backups. This book covers some recommendations about performance tuning—using appropriate code syntax, proper hardware sizing, and considerations for writing customized C/AL code while using SQL Server database.Finally, you will set up procedures for scheduling pre-defined reoccurring processes, error and exception handling procedures, and provide mechanisms for automatic data processing on the server. Also, you will learn different methods used in handling, promoting to the database, and creating object files—tables, reports, codeunits, forms, pages, dataports and XMLports.

Mastering Swift 3. Build incredible apps for iOS and OS X

Jon Hoffman

Swift is the definitive language of Apple development today. It’s a vital part of any iOS and OS X developer’s skillset, helping them to build the most impressive and popular apps on the App Store—the sort of apps that are essential to iPhone and iPad users every day. With version 3.0, the Swift team have added new features to improve the development experience—making it easier to get the results you want and customers expect.Inside, you’ll find the key features of Swift 3.0 and quickly learn how to use the newest updates to your development advantage. From Objective-C interoperability to ARC, to closures and concurrency, this advanced Swift guide will develop your expertise and make you more fluent in this vital programming language. We give you in-depth knowledge of some of the most sophisticated elements of Swift development including protocol extensions, error-handling, design patterns, and concurrency, and guide you on how to use and apply them in your own projects. You'll see how even the most challenging design patterns and programming techniques can be used to write cleaner code and to build more performant iOS and OS X applications. By the end of this book, you’ll have a handle on effective design patterns and techniques, which means you’ll soon be writing better iOS and OS X applications with a new level of sophistication and control.

Flutter Cookbook. 100+ step-by-step recipes for building cross-platform, professional-grade apps with Flutter 3.10.x and Dart 3.x - Second Edition

Simone Alessandria

Are you ready to tap into the immense potential of Flutter?With over 1,000 new mobile apps published every day on the Apple and Google Play stores, Flutter is transforming the landscape of app development. It's time for you to join the revolution.Introducing the second edition of Flutter Cookbook, a step-by-step guide designed exclusively for you. Whether you're a seasoned developer or just starting your coding journey, this book is your ultimate companion. Dive into the latest features of Flutter 3.10 and unlock the secrets to building professional-grade, cross-platform applications.With our recipe-based approach, we'll not only show you how to implement Flutter's features but also explain why they work. Through practical examples and real-world execution, you'll gain a deeper understanding of Flutter's inner workings. From crafting stunning UI/UX with widgets to leveraging hot reload and restart techniques, we'll equip you with best practices and invaluable knowledge.As you progress, you'll learn to efficiently manage data, add interactivity and animations, and integrate essential Flutter plugins like maps, camera, voice recognition and more. And let's not forget the dedicated chapter on implementing MLkit powered by TensorFlow Lite. We'll guide you through building custom machine learning solutions, expanding the capabilities of your apps.By the time you reach the end of this comprehensive Flutter book, you'll have the skills and confidence to write and deliver fully functional apps.

Microsoft Intune Cookbook. Over 75 recipes for configuring, managing, and automating your identities, apps, and endpoint devices

Andrew Taylor

Microsoft Intune is a powerful cloud-managed mobile device management (MDM) tool that empowers you to manage your end-user device estate across various platforms. While it is an excellent platform, the initial setup and configuration can be a daunting process, and mistakes made early on can be more challenging to resolve later. This book addresses these issues by guiding you through the end-to-end configuration of an Intune environment, incorporating best practices and utilizing the latest functionalities.In addition to setting up your environment, you’ll delve into the Microsoft Graph platform to understand the underlying mechanisms behind the web GUI. This knowledge will enable you to automate a significant portion of your daily tasks using PowerShell.By the end of this book, you’ll have established an Intune environment that supports Windows, Apple iOS, Apple macOS, and Android devices. You’ll possess the expertise to add new configurations, policies, and applications, tailoring an environment to your specific requirements. Additionally, you’ll have the ability to troubleshoot any issues that may arise and package and deploy your company applications. Overall, this book is an excellent resource for anyone who wants to learn how to use Microsoft Intune to manage their organization's end-user devices.

Instant Nokogiri. Learning data scraping and parsing in Ruby using the Nokogiri gem

Hunter Powers, S. Hunter Powers

A wealth of information sits waiting on the Internet. Instant Nokogiri helps you access this information today with Nokogiri, a slick and fast HTML and XML parsing engine. Bundled in an easy-to-use Ruby gem, Nokogiri empowers you to combine disparate data sources and gain an unprecedented insight into your Ruby applications.Instant Nokogiri is a hands-on guide to extracting information from the sources available on the Internet, sources that are not traditionally accessible to developers. You will learn the secrets of identifying content, extracting just the right parts, and incorporating the new data in your Ruby applications.Instant Nokogiri provides step-by-step instructions on how to incorporate the power of the Nokogiri gem and data parsing into your Ruby projects. You will learn all the basics of designing a project around data parsing, exploring disparate data sources, and refining strategies and theories. You will also combine your thoughts in a real-world, real-data sample application. This book will examine common Nokogiri and Ruby methods useful in scraping and parsing complete with practical code samples. You will also learn the secrets behind effective caching, rate limiting, and masking your identity. Instant Nokogiri will teach you how to get targeted data out of HTML and into Ruby, as well as tons of tips, tricks, code snippets, and expert advice.