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“…2017 has been an exciting year for our innovative open access journal Frontiers in Earth Science: many new articles have been published and are now indexed in Web of Science (ESCI), new sections have opened for submissions (including Solid Earth Geophysics), and our Editorial Board has been successfully leading the peer review process and providing comprehensive reviews to our authors. …”

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“…Elevate your Ruby skills to an advanced level by deepening your understanding of the design principles, best practices, and trade-offs involved in implementation approaches to future-proof your Ruby applications Key Features* Learn Ruby web application design principles and strategies for databases, security, and testing from a Ruby committer * Understand the design principles behind polished Ruby code and trade-offs between implementation approaches* Use metaprogramming and DSLs to reduce the amount of code needed without decreasing maintainabilityBook DescriptionAnyone striving to become an expert Ruby programmer needs to be able to write maintainable applications.Polished Ruby Programming will help you get better at designing scalable and robust Ruby programs, so that no matter how big the codebase grows, maintaining it will be a breeze.This book takes you on a journey through implementation approaches for many common programming situations, the trade-offs inherent in each approach, and why you may choose to use different approaches in different situations.You'll start by refreshing Ruby fundamentals, such as correctly using core classes, class and method design, variable usage, error handling, and code formatting. …”

“…Finally, you'll learn how to use some new and advanced modeling features to enhance your data models to carry out a wide variety of complex tasks.By the end of this Power BI book, you'll have gained the skills you need to structure data coming from multiple sources in different ways to create optimized data models that support reporting and data analytics.What you will learn* Implement virtual tables and time intelligence functionalities in DAX to build a powerful model* Identify Dimension and Fact tables and implement them in Power Query Editor* Deal with advanced data preparation scenarios while building Star Schema* Explore best practices for data preparation and modeling* Discover different hierarchies and their common pitfalls* Understand complex data models and how to decrease the level of model complexity with different approaches* Learn advanced data modeling techniques such as aggregations, incremental refresh, and RLS/OLSWho this book is forThis MS Power BI book is for BI users, data analysts, and analysis developers who want to become well-versed with data modeling techniques to make the most of Power BI. …”

“…You'll cover popular topics, including intent classification and sentiment analysis, and use them on popular datasets and interpret the classification results.By the end of this book, you'll be able to confidently use spaCy, including its linguistic features, word vectors, and classifiers, to create your own NLP apps.What you will learn* Install spaCy, get started easily, and write your first Python script* Understand core linguistic operations of spaCy* Discover how to combine rule-based components with spaCy statistical models* Become well-versed with named entity and keyword extraction* Build your own ML pipelines using spaCy* Apply all the knowledge you've gained to design a chatbot using spaCyWho this book is forThis book is for data scientists and machine learners who want to excel in NLP as well as NLP developers who want to master spaCy and build applications with it. …”

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“…With Red Hat Enterprise Linux (RHEL) becoming the most popular choice for enterprises worldwide, achieving the Red Hat Certified System Administrator (RHCSA) certification will validate your Linux skills to install, configure, and troubleshoot applications and services on RHEL systems.Complete with easy-to-follow tutorial-style content, self-assessment questions, tips, best practices, and practical exercises with detailed solutions, this book covers essential RHEL commands, user and group management, software management, networking fundamentals, and much more. …”

“…Leverage DataRobot's enterprise AI platform and automated decision intelligence to extract business value from data Key Features Get well-versed with DataRobot features using real-world examples Use this all-in-one platform to build, monitor, and deploy ML models for handling the entire production life cycle Make use of advanced DataRobot capabilities to programmatically build and deploy a large number of ML models Book DescriptionDataRobot enables data science teams to become more efficient and productive. This book helps you to address machine learning (ML) challenges with DataRobot's enterprise platform, enabling you to extract business value from data and rapidly create commercial impact for your organization. …”

“…Key Features Extensively revised edition to cover the latest updates and new releases along with two new chapters to introduce Istio Get a firm command of Kubernetes from a dual perspective of an admin as well as a developer Understand advanced topics including load balancing, externalDNS, global load balancing, authentication integration, policy, security, auditing, backup, Istio and CI/CD Book DescriptionKubernetes has taken the world by storm, becoming the standard infrastructure for DevOps teams to develop, test, and run applications. …”

“…Due to the complexity of income surveys such as EU-SILC, income data usually become available with considerable delay. In this context, micro-simulation models are an appropriate and widely used alternative to bridge the gap in official data, allowing for an early evaluation of the distributional impact of changes in tax-benefit policies and in the wider economy. …”