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Learn how to solve real-world data problems using machine learning and RPurchase of the print or Kindle book includes a…
free eBook in PDF format.Key FeaturesThe 10th Anniversary Edition of the bestselling R machine learning book, updated with 50% new content for R 4.0.0 and beyondHarness the power of R to build flexible, effective, and transparent machine learning modelsLearn quickly with this clear, hands-on guide by machine learning expert Brett LantzBook DescriptionMachine learning, at its core, is concerned with transforming data into actionable knowledge. R offers a powerful set of machine learning methods to quickly and easily gain insight from your data. Machine Learning with R, Fourth Edition, provides a hands-on, accessible, and readable guide to applying machine learning to real-world problems. Whether you are an experienced R user or new to the language, Brett Lantz teaches you everything you need to know for data pre-processing, uncovering key insights, making new predictions, and visualizing your findings. This 10th Anniversary Edition features several new chapters that reflect the progress of machine learning in the last few years and help you build your data science skills and tackle more challenging problems, including making successful machine learning models and advanced data preparation, building better learners, and making use of big data.You'll also find this classic R data science book updated to R 4.0.0 with newer and better libraries, advice on ethical and bias issues in machine learning, and an introduction to deep learning. Whether you're looking to take your first steps with R for machine learning or making sure your skills and knowledge are up to date, this is an unmissable read that will help you find powerful new insights in your data.What you will learnLearn the end-to-end process of machine learning from raw data to implementationClassify important outcomes using nearest neighbor and Bayesian methodsPredict future events using decision trees, rules, and support vector machinesForecast numeric data and estimate financial values using regression methodsModel complex processes with artificial neural networksPrepare, transform, and clean data using the tidyverseEvaluate your models and improve their performanceConnect R to SQL databases and emerging big data technologies such as Spark, Hadoop, H2O, and TensorFlowWho this book is forThis book is designed to help data scientists, actuaries, data analysts, financial analysts, social scientists, business and machine learning students, and any other practitioners who want a clear, accessible guide to machine learning with R. No R experience is required, although prior exposure to statistics and programming is helpful.Learn IT security essentials and prepare for the Security+ exam with this CompTIA exam guide, complete with additional online resources—including…
flashcards, PBQs, and mock exams—at securityplus.trainingKey FeaturesWritten by Ian Neil, one of the world's top CompTIA Security+ trainersTest your knowledge of cybersecurity jargon and acronyms with realistic exam questionsLearn about cryptography, encryption, and security policies to deliver a robust infrastructureBook DescriptionThe CompTIA Security+ certification validates the fundamental knowledge required to perform core security functions and pursue a career in IT security. Authored by Ian Neil, a world-class CompTIA certification trainer, this book is a best-in-class study guide that fully covers the CompTIA Security+ 601 exam objectives. Complete with chapter review questions, realistic mock exams, and worked solutions, this guide will help you master the core concepts to pass the exam the first time you take it. With the help of relevant examples, you'll learn fundamental security concepts from certificates and encryption to identity and access management (IAM). As you progress, you'll delve into the important domains of the exam, including cloud security, threats, attacks and vulnerabilities, technologies and tools, architecture and design, risk management, cryptography, and public key infrastructure (PKI). You can access extra practice materials, including flashcards, performance-based questions, practical labs, mock exams, key terms glossary, and exam tips on the author's website at securityplus.training. By the end of this Security+ book, you'll have gained the knowledge and understanding to take the CompTIA exam with confidence.What you will learnMaster cybersecurity fundamentals, from the CIA triad through to IAMExplore cloud security and techniques used in penetration testingUse different authentication methods and troubleshoot security issuesSecure the devices and applications used by your companyIdentify and protect against various types of malware and virusesProtect yourself against social engineering and advanced attacksUnderstand and implement PKI conceptsDelve into secure application development, deployment, and automationWho this book is forIf you want to take and pass the CompTIA Security+ SY0-601 exam, even if you are not from an IT background, this book is for you. You'll also find this guide useful if you want to become a qualified security professional. This CompTIA book is also ideal for US Government and US Department of Defense personnel seeking cybersecurity certification.Get started with creating intuitive native user interfaces on Android platformsKey FeaturesUnderstand the difference between the imperative (Android View) and…
declarative (Jetpack Compose) approachLearn about the structure of a Compose app, built-in Compose UI elements, and core concepts such as state hoisting and composition over inheritanceWrite, test, and debug composable functionsBook DescriptionJetpack Compose is Android's new framework for building fast, beautiful, and reliable native user interfaces. It simplifies and significantly accelerates UI development on Android using the declarative approach. This book will help developers to get hands-on with Jetpack Compose and adopt a modern way of building Android applications. The book is not an introduction to Android development, but it will build on your knowledge of how Android apps are developed.Complete with hands-on examples, this easy-to-follow guide will get you up to speed with the fundamentals of Jetpack Compose such as state hoisting, unidirectional data flow, and composition over inheritance and help you build your own Android apps using Compose. You'll also cover concepts such as testing, animation, and interoperability with the existing Android UI toolkit.By the end of the book, you'll be able to write your own Android apps using Jetpack Compose.What you will learnGain a solid understanding of the core concepts of Jetpack ComposeDevelop beautiful, neat, and immersive UI elements that are user friendly, reliable, and performantBuild a complete app using Jetpack ComposeAdd Jetpack Compose to your existing Android applicationsTest and debug apps that use Jetpack ComposeFind out how Jetpack Compose can be used on other platformsWho this book is forThis book is for any mobile app developer looking to understand the fundamentals of the new Jetpack Compose framework and the benefits of native development. A solid understanding of Android app development, along with some knowledge of the Kotlin programming language, will be beneficial. Basic programming knowledge is necessary to grasp the concepts covered in this book effectively.Learn the core concepts of geospatial data analysis for building actionable and insightful GIS applications Key Features Create GIS solutions…
using the new features introduced in Python 3.7 Explore a range of GIS tools and libraries such as PostGIS, QGIS, and PROJ Learn to automate geospatial analysis workflows using Python and Jupyter Book Description Geospatial analysis is used in almost every domain you can think of, including defense, farming, and even medicine. With this systematic guide, you'll get started with geographic information system (GIS) and remote sensing analysis using the latest features in Python. This book will take you through GIS techniques, geodatabases, geospatial raster data, and much more using the latest built-in tools and libraries in Python 3.7. You'll learn everything you need to know about using software packages or APIs and generic algorithms that can be used for different situations. Furthermore, you'll learn how to apply simple Python GIS geospatial processes to a variety of problems, and work with remote sensing data. By the end of the book, you'll be able to build a generic corporate system, which can be implemented in any organization to manage customer support requests and field support personnel. What you will learn Automate geospatial analysis workflows using Python Code the simplest possible GIS in just 60 lines of Python Create thematic maps with Python tools such as PyShp, OGR, and the Python Imaging Library Understand the different formats that geospatial data comes in Produce elevation contours using Python tools Create flood inundation models Apply geospatial analysis to real-time data tracking and storm chasing Who this book is for This book is for Python developers, researchers, or analysts who want to perform geospatial modeling and GIS analysis with Python. Basic knowledge of digital mapping and analysis using Python or other scripting languages will be helpful.Learn C# programming from scratch using Unity as a fun and accessible entry point with this updated edition of the…
bestselling series.Includes invitation to join the online Unity Game Development community to read the book alongside peers, Unity developers/C# programmers and Harrison Ferrone.Key FeaturesDevelop a strong foundation of programming concepts and the C# languageBecome confident with Unity fundamentals and features in line with Unity 2022Build a playable game prototype in Unity—a working first-person shooter game prototypeBook DescriptionIt's the ability to write custom C# scripts for behaviors and game mechanics that really takes Unity the extra mile. That's where this book can help you as a new programmer! Harrison Ferrone, in this seventh edition of the bestselling series, will take you through the building blocks of programming and the C# language from scratch while building a fun and playable game prototype in Unity. This book will teach you the fundamentals of OOPs, basic concepts of C#, and Unity engine with lots of code samples, exercises and tips to go beyond the book with your work. You will write C# scripts for simple game mechanics, perform procedural programming, and add complexity to your games by introducing intelligent enemies and damage-dealing projectiles. You will explore the fundamentals of Unity game development, including game design, lighting basics, player movement, camera controls, collisions, and more with every passing chapter. Note: The screenshots in the book display the Unity editor in full-screen mode for a comprehensive view. Users can easily reference color versions of images by downloading them from the GitHub repository or the graphics bundle linked in the book. What you will learnUnderstanding programming fundamentals by breaking them down into their basic partsComprehensive explanations with sample codes of object-oriented programming and how it applies to C#Follow simple steps and examples to create and implement C# scripts in UnityDivide your code into pluggable building blocks using interfaces, abstract classes, and class extensionsGrasp the basics of a game design document and then move on to blocking out your level geometry, adding lighting and a simple object animationCreate basic game mechanics such as player controllers and shooting projectiles using C#Become familiar with stacks, queues, exceptions, error handling, and other core C# conceptsLearn how to handle text, XML, and JSON data to save and load your game dataWho this book is forIf you're a developer, programmer, hobbyist, or anyone who wants to get started with Unity and C# programming in a fun and engaging manner, this book is for you. You'll still be able to follow along if you don't have programming experience, but knowing the basics will help you get the most out of this book.Build scalable and production-ready infrastructure in Amazon Web Services with CloudFormation Key Features Leverage AWS CloudFormation templates to manage your…
entire infrastructure Get up and running with writing your infrastructure as code and automating your environment Simplify infrastructure management and increase productivity with AWS CloudFormation Book Description DevOps and the cloud revolution have forced software engineers and operations teams to rethink how to manage infrastructures. With this AWS book, you'll understand how you can use Infrastructure as Code (IaC) to simplify IT operations and manage the modern cloud infrastructure effectively with AWS CloudFormation. This comprehensive guide will help you explore AWS CloudFormation from template structures through to developing complex and reusable infrastructure stacks. You'll then delve into validating templates, deploying stacks, and handling deployment failures. The book will also show you how to leverage AWS CodeBuild and CodePipeline to automate resource delivery and apply continuous integration and continuous delivery (CI/CD) practices to the stack. As you advance, you'll learn how to generate templates on the fly using macros and create resources outside AWS with custom resources. Finally, you'll improve the way you manage the modern cloud in AWS by extending CloudFormation using AWS serverless application model (SAM) and AWS cloud development kit (CDK). By the end of this book, you'll have mastered all the major AWS CloudFormation concepts and be able to simplify infrastructure management. What you will learn Understand modern approaches to IaC Develop universal and reusable CloudFormation templates Discover ways to apply continuous delivery with CloudFormation Implement IaC best practices for the AWS Cloud Provision massive applications across multiple regions and accounts Automate template generation and software provisioning for AWS Extend CloudFormation with custom resources and template macros Who this book is for If you are a developer who wants to learn how to write templates, a DevOps engineer interested in deployment and orchestration, or a solutions architect looking to understand the benefits of managing infrastructure with ease, this book is for you. Prior understanding of the AWS Cloud is necessary.Discover the secrets to creating cutting-edge, compelling full stack applications using Spring Boot and React's rich and varied toolsetsKey FeaturesUtilize…
Spring Boot to make powerful, complex, and secure backends for your applicationsLeverage React's full arsenal of tools for building slick, high-performance frontendsBuild modern, scalable full stack applications that comfortably meet the demands of your usersBook DescriptionGetting started with full stack development can be daunting. Even developers who are familiar with the best tools, such as Spring Boot and React, can struggle to nail the basics, let alone master the more advanced elements. If you're one of these developers, this comprehensive guide covers everything you need!This updated edition of the Full Stack Development with Spring Boot 2 and React book will take you from novice to proficient in this expansive domain. Taking a practical approach, this book will first walk you through the latest Spring Boot features for creating a robust backend, covering everything from setting up the environment and dependency injection to security and testing.Once this has been covered, you'll advance to React frontend programming. If you've ever wondered about custom Hooks, third-party components, and MUI, this book will demystify all that and much more. You'll explore everything that goes into developing, testing, securing, and deploying your applications using all the latest tools from Spring Boot, React, and other cutting-edge technologies.By the end of this book, you'll not only have learned the theory of building modern full stack applications but also have developed valuable skills that add value in any setting.What you will learnMake fast and RESTful web services powered by Spring Data RESTCreate and manage databases using ORM, JPA, Hibernate, and moreExplore the use of unit tests and JWTs with Spring SecurityEmploy React Hooks, props, states, and more to create your frontendDiscover a wide array of advanced React and third-party componentsBuild high-performance applications complete with CRUD functionalityHarness MUI to customize your frontendTest, secure, and deploy your applications with high efficiencyWho this book is forThis book is for Java developers who are familiar with Spring Boot but don't know where to start when it comes to building full stack applications. You'll also find this book useful if you're a frontend developer with knowledge of JavaScript basics looking to learn full stack development or a full stack developer experienced in other technology stacks looking to learn a new one.A History of Western Society Since 1300: From The Age Of Exploration To The Present
Par Clare Haru Crowston, Joe Perry, John P. McKay, Merry E. Wiesner-Hanks. 2023
A History of Western Society, Volume 2: From The Age Of Exploration To The Present
Par Clare Haru Crowston, Joe Perry, John P. McKay, Merry E. Wiesner-Hanks. 2023
Internet of Medical Things: Paradigm of Wearable Devices (Internet of Everything (IoE))
Par Vijender Kumar Solanki, Manuel Cardona, Cecilia E. García. 2021
Internet of Things (IoT) has become a valuable tool for connection and information exchange between devices. This book provides a…
brief introduction to this new field, focuses on wearable medical devices, and covers the basic concepts by providing the reader with enough information to solve various practical problems. This book provides the latest applications, experiments, fundamentals concepts, and cutting-edge topics for the ehealth and wearable devices field. The book also offers topics related to Security in IoT and Wearable Devices, Wearable Devices and Internet of Medical Devices (IoMT), IoT for Medical Applications, and Tools and study cases. The book brings new and valuable information to PhD researchers, students, professors, and professionals working in IoT and related fields.This volume examines the ecological consequences of European expansion as a result of land use and resource exploitation. These environmental…
transformations could be as dramatic as the last Ice Age, but scholars have only begun to take full measure of the changes. The articles presented here provide a map of some of the more promising directions of historical research. Major themes include biological exchange, agriculture, extraction of forest and animal resources, interactions between indigenous and European methods of exploitation, and European approaches to regulation and conservation. A useful corrective to the frontier image of Europeans conquering the wilderness, this volume provides a rich picture of the diversity of European interests and the sometimes unexpected consequences of their approaches to the land.The Routledge Handbook of Muslim Iberia
Par Maribel Fierro. 2020
This handbook offers an overview of the main issues regarding the political, economic, social, religious, intellectual and artistic history of…
the Iberian Peninsula during the period of Muslim rule (eighth–fifteenth centuries). A comprehensive list of primary and secondary sources attests the vitality of the academic study of al-Andalus (= Muslim Iberia) and its place in present-day discussions about the past and the present. The contributors are all specialists with diverse backgrounds providing different perspectives and approaches. The volume includes chapters dealing with the destiny of the Muslim population after the Christian conquest and with the posterity of al-Andalus in art, literature and different historiographical traditions. The chapters are organised in the following sections: Political history, concentrating on rulers and armies Social, religious and economic groups Intellectual and cultural developments Legacy and memory of al-Andalus Offering a synthetic and updated academic treatment of the history and society of Muslim Iberia, this comprehensive and up-to-date collection provides an authoritative and interdisciplinary guide. It is a valuable resource for both specialists and the general public interested in the history of the Iberian Peninsula, Islamic and Medieval studies.Unifying Geography: Common Heritage, Shared Future
Par John A. Matthews, David T. Herbert. 2005
It can be argued that the differences in content and approach between physical and human geography, and also within its…
sub-disciplines, are often overemphasised. The result is that geography is often seen as a diverse and dynamic subject, but also as a disorganised and fragmenting one, without a focus.Unifying Geography focuses on the plural and competing versions of unity that characterise the discipline, which give it cohesion and differentiate it from related fields of knowledge. Each of the chapters is co-authored by both a leading physical and a human geographer. Themes identified include those of the traditional core as well as new and developing topics that are based on subject matter, concepts, methodology, theory, techniques and applications.Through its identification of unifying themes, the book will provide students with a meaningful framework through which to understand the nature of the geographical discipline. Unifying Geography will give the discipline renewed strength and direction, thus improving its status both within and outside geography.The Petite Bourgeoisie in Europe 1780-1914: Enterprise, Family And Independence (Routledge Library Editions: The Victorian World)
Par Heinz-Gerhard Haupt, Geoffrey Crossick. 1995
First published in 1995. Geoffrey Crossick and Heinz-Gerhard Haupt provide a major overview of the social, economic, cultural and political…
development of the petite bourgeoisie in eighteenth-, nineteenth- and early twentieth-century Europe. Through comparative analysis the authors examine issues such as the centrality of small enterprise to industrial change, the importance of family and locality to the petit-bourgeois world, the search for stability and status, and the associated political move to the right. This title will be of interest to students of history.Access Services: The Convergence of Reference and Technical Services
Par Gillian M. McCombs. 1992
This book takes a close look at the recent changing emphasis from collections to access, and from document description to…
document delivery. As the automation of library processes has moved from technical services to reference services, the roles of the professionals working in those capacities have changed dramatically. Library administrators who are looking to redeploy resources will gain helpful insights from the experiences of librarians who have already redirected their organizations. This helpful volume will be of tremendous assistance in redefining the traditional roles of reference and technical librarians. Access Services offers new insights into the movement from bibliographic access to information access that is reshaping reference services today. Informative discussions on topics such as cross-training experiments, revised organizational structures, the new role of the bibliographic utilities, library school education for the redefined professional, and changes in cataloging codes reveal what impact this trend has for librarians, services, and patrons.Creating Second Lives: Community, Identity and Spatiality as Constructions of the Virtual (Routledge Studies in New Media and Cyberculture)
Par Astrid Ensslin, Eben Muse. 2011
This book aims to provide insights into how ‘second lives’ in the sense of virtual identities and communities are constructed…
textually, semiotically and discursively, specifically in the online environment Second Life and Massively Multiplayer Online Games such as World of Warcraft. The book’s philosophy is multi-disciplinary and its goal is to explore the question of how we as gamers and residents of virtual worlds construct alternative online realities in a variety of ways. Of particular significance to this endeavour are conceptions of the body in cyberspace and of spatiality, which manifests itself in ‘natural’ and built environments as well as the triad of space, place and landscape. The contributors’ disciplinary backgrounds include media, communication, cultural and literary studies, and they examine issues of reception and production, identity, community, gender, spatiality, natural and built environments using a plethora of methodological approaches ranging from theoretical and philosophical contemplation through social semiotics to corpus-based discourse analysis.Lawyers in Early Modern Europe and America (Routledge Revivals)
Par Wilfrid Prest. 1981
First published in 1981, Lawyers in Early Modern Europe and America aims to present a convenient conspectus on the legal…
professions in early modern Europe, Scotland, France Spain and Colonial America, and to provide a comparative perspective on the place of the legal profession in Western societies before the Industrial Revolution. The main themes covered by each contributor are: the status, number and vocational functions of the different classes or groups or lawyers; their social origins; education and career patterns; relations between lawyers and clients, other occupations and status-groups and the state; the extent of legal ‘professionalisation’ and the role of lawyers as ‘modernisers’ in cultural, economic, political and social terms. This book will be of interest to students of history, law and political science.Syria: Modern State in an Ancient Land (Routledge Revivals)
Par John F. Devlin. 1983
First Published in 1983, Syria: Modern State in an Ancient Land presents a concise profile of Syria in which the…
author depicts the factors that shaped modern Syria, introducing its land, people, and culture and explaining how it moved from being the coup - prone cockpit of inter-Arab politics to the relative stability in the 1980s. He discusses how its political system functions, the development of its moderate socialist economy, the nation's external affairs (particularly within the Middle East), and issues for the future-the last of particular interest because Syria is in a process of change in its politics, society, and international relationships. Throughout he provides a framework within which to understand and assess the developments in Syria in the 1980s. This is a must read for students of Middle East studies and Middle East history.Eastern Europe: 1968-1984 (Routledge Revivals)
Par Olga A. Narkiewicz. 1986
First Published in 1986 Eastern Europe 1968-1984 has been written in response to renewed interest in Eastern European events in…
the 60s and 70s. In writing this work the author concentrated on changes in the system in the post-Stalinist period, which were intended to reduce the political, economic, and social contradictions but have often accentuated them instead. The book brings themes like balance of power; Eastern Europe’s new economics; patterns of normalization; the CMEA’s economy and world recession; perception of Eastern Europe in the West; and East-West German rapprochement. This is an important read for students and researchers of East European Politics, East European history and International Relations.Sustainable Urban Development in Singapore: Imagining Walkability in an Urban Concrete Jungle (Sustainable Development Goals Series)
Par Melissa Liow Li Sa, Sam Choon-Yin. 2023
This book offers theoretical and practical insights into land use, transport, and national policies in one of world’s well-known urban…
concrete jungle, none other than the Singapore city. The emphasis is situated on Singapore’s attempt to promote walking and cycling. Greater appreciation of walkability thrives on Singapore’s rich history, green city, people and the gastronomic kopitiam and hawker culture. The book offers a comprehensive coverage of walkability as a crucial component of urban design to reduce vehicular congestion with the associated carbon emissions, foster a healthy lifestyle and community participation and create jobs to help the economy. A high income per capita and an aging society, lessons drawn from Singapore’s experience will be useful to other societies. Scholars in sustainable tourism field, urban planners, government bodies, tourist boards, entrepreneurs, national parks board, residents, and inbound travellers will benefit from reading the book.