Mastering Transformers. Build state-of-the-art models from scratch with advanced natural language processing techniques

Savaş Yildirim, Meysam Asgari- Chenaghlu

Transformer-based language models have dominated natural language processing (NLP) studies and have now become a new paradigm. With this book, you'll learn how to build various transformer-based NLP applications using the Python Transformers library.The book gives you an introduction to Transformers by showing you how to write your first hello-world program. You'll then learn how a tokenizer works and how to train your own tokenizer. As you advance, you'll explore the architecture of autoencoding models, such as BERT, and autoregressive models, such as GPT. You'll see how to train and fine-tune models for a variety of natural language understanding (NLU) and natural language generation (NLG) problems, including text classification, token classification, and text representation. This book also helps you to learn efficient models for challenging problems, such as long-context NLP tasks with limited computational capacity. You'll also work with multilingual and cross-lingual problems, optimize models by monitoring their performance, and discover how to deconstruct these models for interpretability and explainability. Finally, you'll be able to deploy your transformer models in a production environment.By the end of this NLP book, you'll have learned how to use Transformers to solve advanced NLP problems using advanced models.

Learning Geospatial Analysis with Python. An effective guide to geographic information systems and remote sensing analysis using Python 3

Joel Lawhead

Geospatial Analysis is used in almost every field you can think of from medicine, to defense, to farming. This book will guide you gently into this exciting and complex field. It walks you through the building blocks of geospatial analysis and how to apply them to influence decision making using the latest Python software. Learning Geospatial Analysis with Python, 2nd Edition uses the expressive and powerful Python 3 programming language to guide you through geographic information systems, remote sensing, topography, and more, while providing a framework for you to approach geospatial analysis effectively, but on your own terms. We start by giving you a little background on the field, and a survey of the techniques and technology used. We then split the field into its component specialty areas: GIS, remote sensing, elevation data, advanced modeling, and real-time data.This book will teach you everything you need to know about, Geospatial Analysis from using a particular software package or API to using generic algorithms that can be applied. This book focuses on pure Python whenever possible to minimize compiling platform-dependent binaries, so that you don’t become bogged down in just getting ready to do analysis. This book will round out your technical library through handy recipes that will give you a good understanding of a field that supplements many a modern day human endeavors.

IBM DB2 9.7 Advanced Application Developer Cookbook. This cookbook is essential reading for every ambitious IBM DB2 application developer. With over 70 practical recipes, it will help you master the most sophisticated elements and techniques used in designing high quality DB2 applications

Sanjay Kumar, Mohankumar Saraswatipura

With lots of new features, DB2 9.7 delivers one the best relational database systems in the market. DB2 pureXML optimizes Web 2.0 and SOA applications.DB2 LUW database software offers industry leading performance, scale, and reliability on your choice of platform on various Linux distributions, leading Unix Systems like AIX, HP-UX and Solaris and MS Windows platforms. This DB2 9.7 Advanced Application Developer Cookbook will provide an in-depth quick reference during any application's design and development. This practical cookbook focuses on advanced application development areas that include performance tips and the most useful DB2 features that help in designing high quality applications. This book dives deep into tips and tricks for optimized application performance.With this book you will learn how to use various DB2 features in database applications in an interactive way.

Microsoft Dynamics GP 2013 Implementation. Written by a Microsoft Dynamics GP Most Valuable Professional, this is the ultimate guide to implementing the enterprise resource planning system. The book is structured as a step-by-step guide and includes screenshots with practical advice for easy learn

Victoria Yudin

Microsoft Dynamics GP 2013 is a sophisticated Enterprise Resource Planning system with a multitude of features and options. The implementation of Dynamics GP is usually considered to be complex, and can be very confusing for both end users and consultants. Microsoft Dynamics GP 2013 Implementation will show you how to effectively implement Dynamics GP 2013 with ease.Microsoft Dynamics GP 2013 Implementation is a focused, step-by-step tutorial covering the basics of Microsoft Dynamics GP, from licensing to design, before moving on to more complex topics such as implementation planning, installation, setup, and training. Learn how to plan and execute your Dynamics GP implementation from start to finish.You will start off by learning how to plan a successful Dynamics GP 2013 implementation. You will then move on to learn the important questions to ask, the key setup details that should be decided upfront, and how to plan the infrastructure. Detailed descriptions of all the setup options for the core Dynamics GP modules as well as practical advice on setup will guide you through the myriad of options available in this powerful application. This book will also cover how to import initial data and how to find out what additional resources and tools are available for Microsoft Dynamics GP.With many detailed and practical examples, Microsoft Dynamics GP 2013 Implementation will help you plan and complete a successful Microsoft Dynamics GP 2013 implementation.

Rapid Application Development with AWS Amplify. Full stack web development on Amazon Web Servics

Adrian Leung

AWS Amplify is a modern toolkit that includes a command line interface (CLI); libraries for JS, iOS, and Android programming; UI component libraries for frameworks like React, Angular, and Vue.js for web development, and React Native and Flutter for mobile development.You'll begin by learning how to build AWS Amplify solutions with React and React Native with TypeScript from scratch, along with integrating it with existing solutions. This book will show you the fastest way to build a production-ready minimum viable product (MVP) within days instead of years. You'll also discover how to increase development speed without compromising on quality by adopting behavior-driven development (BDD) and Cypress for end-to-end test automation, as well as the Amplify build pipeline (DevOps or CI/CD pipeline) to ensure optimal quality throughout continuous test automation and continuous delivery. As you advance, you'll work with React to determine how to build progressive web apps (PWAs) with Amplify and React Native for cross-platform mobile apps. In addition to this, you'll find out how to set up a custom domain name for your new website and set up the AWS Amplify Admin UI for managing the content of your app effectively.By the end of this AWS book, you'll be able to build a full-stack AWS Amplify solution all by yourself.

Solutions Architect's Handbook. Kick-start your career as a solutions architect by learning architecture design principles and strategies - Second Edition

Saurabh Shrivastava, Neelanjali Srivastav, Rajesh Sheth, Rohan Karmarkar, ...

Becoming a solutions architect requires a hands-on approach, and this edition of the Solutions Architect's Handbook brings exactly that. This handbook will teach you how to create robust, scalable, and fault-tolerant solutions and next-generation architecture designs in a cloud environment. It will also help you build effective product strategies for your business and implement them from start to finish.This new edition features additional chapters on disruptive technologies, such as Internet of Things (IoT), quantum computing, data engineering, and machine learning. It also includes updated discussions on cloud-native architecture, blockchain data storage, and mainframe modernization with public cloud.The Solutions Architect's Handbook provides an understanding of solution architecture and how it fits into an agile enterprise environment. It will take you through the journey of solution architecture design by providing detailed knowledge of design pillars, advanced design patterns, anti-patterns, and the cloud-native aspects of modern software design.By the end of this handbook, you'll have learned the techniques needed to create efficient architecture designs that meet your business requirements.

Mastering KnockoutJS. Use and extend Knockout to deliver feature-rich, modern web applications

Timothy Moran

Clojure Data Analysis Cookbook. Dive into data analysis with Clojure through over 100 practical recipes for every stage of the analysis and collection process

Eric Richard Rochester