Getting Started with Google BERT. Build and train state-of-the-art natural language processing models using BERT

Sudharsan Ravichandiran

BERT (bidirectional encoder representations from transformer) has revolutionized the world of natural language processing (NLP) with promising results. This book is an introductory guide that will help you get to grips with Google's BERT architecture. With a detailed explanation of the transformer architecture, this book will help you understand how the transformer’s encoder and decoder work.You’ll explore the BERT architecture by learning how the BERT model is pre-trained and how to use pre-trained BERT for downstream tasks by fine-tuning it for NLP tasks such as sentiment analysis and text summarization with the Hugging Face transformers library. As you advance, you’ll learn about different variants of BERT such as ALBERT, RoBERTa, and ELECTRA, and look at SpanBERT, which is used for NLP tasks like question answering. You'll also cover simpler and faster BERT variants based on knowledge distillation such as DistilBERT and TinyBERT. The book takes you through MBERT, XLM, and XLM-R in detail and then introduces you to sentence-BERT, which is used for obtaining sentence representation. Finally, you'll discover domain-specific BERT models such as BioBERT and ClinicalBERT, and discover an interesting variant called VideoBERT.By the end of this BERT book, you’ll be well-versed with using BERT and its variants for performing practical NLP tasks.

Getting Started with Greenplum for Big Data Analytics. A hands-on guide on how to execute an analytics project from conceptualization to operationalization using Greenplum

Sunila Gollapudi

Organizations are leveraging the use of data and analytics to gain a competitive advantage over their opposition. Therefore, organizations are quickly becoming more and more data driven. With the advent of Big Data, existing Data Warehousing and Business Intelligence solutions are becoming obsolete, and a requisite for new agile platforms consisting of all the aspects of Big Data has become inevitable. From loading/integrating data to presenting analytical visualizations and reports, the new Big Data platforms like Greenplum do it all. It is now the mindset of the user that requires a tuning to put the solutions to work.Getting Started with Greenplum for Big Data Analytics is a practical, hands-on guide to learning and implementing Big Data Analytics using the Greenplum Integrated Analytics Platform. From processing structured and unstructured data to presenting the results/insights to key business stakeholders, this book explains it all.Getting Started with Greenplum for Big Data Analytics discusses the key characteristics of Big Data and its impact on current Data Warehousing platforms. It will take you through the standard Data Science project lifecycle and will lay down the key requirements for an integrated analytics platform. It then explores the various software and appliance components of Greenplum and discusses the relevance of each component at every level in the Data Science lifecycle.You will also learn Big Data architectural patterns and recap some key advanced analytics techniques in detail. The book will also take a look at programming with R and integration with Greenplum for implementing analytics. Additionally, you will explore MADlib and advanced SQL techniques in Greenplum for analytics. This book also elaborates on the physical architecture aspects of Greenplum with guidance on handling high-availability, back-up, and recovery.

Getting Started with Grunt: The JavaScript Task Runner. If you know JavaScript you ought to know Grunt – the Task Runner for managing sophisticated web applications. From a basic understanding to constructing your own advanced Grunt tasks, this tutorial has it all covered

Jaime Pillora

Getting Started with Gulp. Automating web development workflows - Second Edition

Travis Maynard

This book is a hands-on guide to get you up to speed with gulp. You will quickly learn how to install, configure, and run your own build system. It will instill you with the ability to automate several common development tasks to vastly improve your development workflow. This book first demonstrates various Gulp use cases before running through the steps of configuring, running, and customizing Gulp, providing you with core concepts of gulp, node.js, and npm. Diving a bit deeper into the gulp ecosystem, we will discuss when and why to use a node module instead of a gulp plugin. We will also go over a few issues that we can run into while using gulp and learn about ways to work around them to improve your gulp experience.By the end of this book, you will be able to create your very own gulp build from scratch, create and maintain tasks and project builds, and automate your workflow with plugins and custom tasks.

Getting Started with hapi.js. Click here to enter text

John Brett, Dave Stevens

This book will introduce hapi.js and walk you through the creation of your first working application using the out-of-the-box features hapi.js provides. Packed withreal-world problems and examples, this book introduces some of the basic concepts of hapi.js and Node.js and takes you through the typical journey you'll face whendeveloping an application. Starting with easier concepts such as routing requests, building APIs serving JSON, using templates to build websites and applications, andconnecting databases, we then move on to more complexproblems such as authentication, model validation, caching, and techniques for structuring your codebase to scale gracefully. You will also develop skills to ensure yourapplication's reliability through testing, code coverage, and logging.By the end of this book, you'll be equipped with all the skills you need to build your first fully featured application. This book will be invaluable if you are investigating Node.js frameworks or planning on using hapi.js in your next project.

Getting Started with Haskell Data Analysis. Put your data analysis techniques to work and generate publication-ready visualizations

James Church

Every business and organization that collects data is capable of tapping into its own data to gain insights how to improve. Haskell is a purely functional and lazy programming language, well-suited to handling large data analysis problems. This book will take you through the more difficult problems of data analysis in a hands-on manner.This book will help you get up-to-speed with the basics of data analysis and approaches in the Haskell language. You'll learn about statistical computing, file formats (CSV and SQLite3), descriptive statistics, charts, and progress to more advanced concepts such as understanding the importance of normal distribution. While mathematics is a big part of data analysis, we've tried to keep this course simple and approachable so that you can apply what you learn to the real world.By the end of this book, you will have a thorough understanding of data analysis, and the different ways of analyzing data. You will have a mastery of all the tools and techniques in Haskell for effective data analysis.

Getting Started with Hazelcast. Get acquainted with the highly scalable data grid, Hazelcast, and learn how to bring its powerful in-memory features into your application

Matthew Johns, Mat Johns

Getting Started with Hazelcast. Learn how to write rich, interactive web applications using HTML5 and CSS3 through real-world examples. In a world of proliferating platforms and devices, being able to create your own “go-anywhere” applications gives you a significant advantage

Mat Johns, Matthew Johns

Getting Started with Ionic. Get up and running with developing effective Hybrid Mobile Apps with Ionic

Rahat Khanna

Hybrid Apps are a promising choice in mobile app development to achieve cost effectiveness and rapid development. However, they were not preferred over native apps until few years back due to a poor performance and bad user experience, but everything has changed with the release of Ionic. It has evolved as the most popular choice for Hybrid Mobile App development as it tends to match the native experience and provides robust components/tools to build apps.Getting Started with Ionic equips any web developer with the basic knowledge needed to use modern web technologies to build amazing hybrid mobile apps using Ionic. This fast-paced, practical book explains all the important concepts of AngularJS and Cordova Framework required to develop apps, then gives you a brief introduction to hybrid mobile applications. It will guide you through setting up the environment to develop mobile apps, and through the multiple options and features available in Ionic so you can use them in your mobile apps. Features such as the Side Menu, Tabs, Touch Interactions, and native features such as Bar Code, Camera, and Geolocations are all covered.. Finally, we’ll show you how to use Cordova plugins and publish your apps.

Getting Started with Julia. Enter the exciting world of Julia, a high-performance language for technical computing

Ivo Balbaert

Getting Started with Knockout.js for .NET Developers. Unleash the power of Knockout.js to build complex ASP.NET web applications

Andrey Ankshin

Getting Started with Kubernetes. Extend your containerization strategy by orchestrating and managing large-scale container deployments - Third Edition

Jonathan Baier, Jesse White

Kubernetes has continued to grow and achieve broad adoption across various industries, helping you to orchestrate and automate container deployments on a massive scale.Based on the recent release of Kubernetes 1.12, Getting Started with Kubernetes gives you a complete understanding of how to install a Kubernetes cluster. The book focuses on core Kubernetes constructs, such as pods, services, replica sets, replication controllers, and labels. You will understand cluster-level networking in Kubernetes, and learn to set up external access to applications running in the cluster. As you make your way through the book, you'll understand how to manage deployments and perform updates with minimal downtime. In addition to this, you will explore operational aspects of Kubernetes , such as monitoring and logging, later moving on to advanced concepts such as container security and cluster federation. You'll get to grips with integrating your build pipeline and deployments within a Kubernetes cluster, and be able to understand and interact with open source projects. In the concluding chapters, you'll orchestrate updates behind the scenes, avoid downtime on your cluster, and deal with underlying cloud provider instability within your cluster.By the end of this book, you'll have a complete understanding of the Kubernetes platform and will start deploying applications on it.

Getting Started with Kubernetes. Orchestrate and manage large-scale Docker deployments - Second Edition

Jonathan Baier

Kubernetes has continued to grow and achieve broad adoption across various industries, helping you to orchestrate and automate container deployments on a massive scale.This book will give you a complete understanding of Kubernetes and how to get a cluster up and running. You will develop an understanding of the installation and configuration process. The book will then focus on the core Kubernetes constructs such as pods, services, replica sets, replication controllers, and labels. You will also understand how cluster level networking is done in Kubernetes. The book will also show you how to manage deployments and perform updates with minimal downtime. Additionally, you will learn about operational aspects of Kubernetes such as monitoring and logging. Advanced concepts such as container security and cluster federation will also be covered. Finally, you will learn about the wider Kubernetes ecosystem with OCP, CoreOS, and Tectonic and explore the third-party extensions and tools that can be used with Kubernetes.By the end of the book, you will have a complete understanding of the Kubernetes platform and will start deploying applications on it.

Getting Started with Lazarus IDE. Get to grips with the basics of programming, debugging, creating, and documenting projects with the Lazarus IDE

Roderick Person

A good integrated development environment can be the key to creating and delivering software on time and budget. Having a programming language and a development environment that runs on multiple platforms greatly eases and lessens the time taken on creating cross-platform applications. An IDE that is compatible with a legacy code base allows developers to leverage existing libraries in future applications.Getting Started with Lazarus is a practical, hands-on guide that provides you with a number of clear step-by-step exercises, which will help you take advantage of the power of the Lazarus IDE and Free Pascal to develop software that can be created for cross-platform use.Getting started with Lazarus discusses developing software with the open source cross platform integrated development environment and the Free Pascal language.We'll learn how to install Lazarus on various platforms such as Linux and Windows, as well as how to create new projects and convert existing Delphi projects to Lazarus projects by learning the differences between Delphi's Pascal syntax and Free Pascal's Object Pascal using a real world example project.We'll learn how to create custom components for use in Lazarus. We'll also learn the basics of documenting a Lazarus project using the Lazarus Documentation Editor.Finally we will learn that the IDE can be rebuilt using a different widget type, specifically GTK 2.Teach yourself the basics of programming with Lazarus and the open source IDE for the Free Pascal language.

Getting Started with LLVM Core Libraries. Get to grips with LLVM essentials and use the core libraries to build advanced tools

Rafael Auler, Bruno Lopes

Getting Started with Magento Extension Development. This practical guide to building Magento modules from scratch takes you step-by-step through the whole process, from first principles to practical development. At the end of it you'll have acquired expertise based on thorough understanding

Branko Ajzele

Modules, are a group of php and xml files meant to extend the system with new functionality, or override core system behavior. Most of the base Magento system is built using the module system, so you can see why they are an important feature for this rich open-source e-commerce solutions. This book explores key module development techniques and teaches you to modify, understand and structure your modules making it easy for you to get a strong foundation for clean and unobtrusive Magento module development.Getting Started with Magento Extension Development is a practical, hands-on guide to building Magento modules from scratch. This book provides an in depth introduction and helps you discover features such as; blocks, controllers, models, configuration files, and other crucial elements which contribute to the Magento architecture. This book introduces the you to real-world modules and helps provide a strong foundation which you need to become a professional Magento module developer. The book further explores best practices and tips and tricks offering you the ultimate go to guide.Getting Started with Magento Extension Development focuses on three areas. First you are guided through the entire Magento structure, where each important directory or file is explored in detail. Then the essence of the module structure and development is explained through the detailed coverage of models, blocks, controllers, configuration, and other files that manifest a single module. Finally, a detailed set of instructions is given for building four real-world modules, including a payment and shipping module.