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Amazon Redshift Database Developer Guide
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Book Synopsis Amazon Redshift Database Developer Guide by : Documentation Team
Download or read book Amazon Redshift Database Developer Guide written by Documentation Team and published by . This book was released on 2018-06-26 with total page 1062 pages. Available in PDF, EPUB and Kindle. Book excerpt: This guide focuses on using Amazon Redshift to create and manage a data warehouse. If you work with databases as a designer, software developer, or administrator, it gives you the information you need to design, build, query, and maintain your data warehouse.
Book Synopsis AWS Certified Developer Official Study Guide by : Nick Alteen
Download or read book AWS Certified Developer Official Study Guide written by Nick Alteen and published by John Wiley & Sons. This book was released on 2019-09-24 with total page 992 pages. Available in PDF, EPUB and Kindle. Book excerpt: Foreword by Werner Vogels, Vice President and Corporate Technology Officer, Amazon The AWS exam has been updated. Your study guide should be, too. The AWS Certified Developer Official Study Guide–Associate Exam is your ultimate preparation resource for the latest exam! Covering all exam objectives, this invaluable resource puts a team of AWS experts at your side with expert guidance, clear explanations, and the wisdom of experience with AWS best practices. You’ll master core services and basic architecture, and equip yourself to develop, deploy, and debug cloud-based applications using AWS. The AWS Developer certification is earned by those who demonstrate the technical knowledge and skill associated with best practices for building secure, reliable cloud-based applications using AWS technology. This book is your official exam prep companion, providing everything you need to know to pass with flying colors. Study the AWS Certified Developer Exam objectives Gain expert insight on core AWS services and best practices Test your understanding of key concepts with challenging chapter questions Access online study tools including electronic flashcards, a searchable glossary, practice exams, and more Cloud computing offers businesses the opportunity to replace up-front capital infrastructure expenses with low, variable costs that scale as they grow. This customized responsiveness has negated the need for far-future infrastructure planning, putting thousands of servers at their disposal as needed—and businesses have responded, propelling AWS to the number-one spot among cloud service providers. Now these businesses need qualified AWS developers, and the AWS certification validates the exact skills and knowledge they’re looking for. When you’re ready to get serious about your cloud credentials, the AWS Certified Developer Official Study Guide–Associate Exam is the resource you need to pass the exam with flying colors. NOTE: As of October 7, 2019, the accompanying code for hands-on exercises in the book is available for downloading from the secure Resources area in the online test bank. You'll find code for Chapters 1, 2, 11, and 12.
Book Synopsis AWS Certified Data Analytics Study Guide with Online Labs by : Asif Abbasi
Download or read book AWS Certified Data Analytics Study Guide with Online Labs written by Asif Abbasi and published by John Wiley & Sons. This book was released on 2021-04-13 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: Virtual, hands-on learning labs allow you to apply your technical skills in realistic environments. So Sybex has bundled AWS labs from XtremeLabs with our popular AWS Certified Data Analytics Study Guide to give you the same experience working in these labs as you prepare for the Certified Data Analytics Exam that you would face in a real-life application. These labs in addition to the book are a proven way to prepare for the certification and for work as an AWS Data Analyst. AWS Certified Data Analytics Study Guide: Specialty (DAS-C01) Exam is intended for individuals who perform in a data analytics-focused role. This UPDATED exam validates an examinee's comprehensive understanding of using AWS services to design, build, secure, and maintain analytics solutions that provide insight from data. It assesses an examinee's ability to define AWS data analytics services and understand how they integrate with each other; and explain how AWS data analytics services fit in the data lifecycle of collection, storage, processing, and visualization. The book focuses on the following domains: • Collection • Storage and Data Management • Processing • Analysis and Visualization • Data Security This is your opportunity to take the next step in your career by expanding and validating your skills on the AWS cloud. AWS is the frontrunner in cloud computing products and services, and the AWS Certified Data Analytics Study Guide: Specialty exam will get you fully prepared through expert content, and real-world knowledge, key exam essentials, chapter review questions, and much more. Written by an AWS subject-matter expert, this study guide covers exam concepts, and provides key review on exam topics. Readers will also have access to Sybex's superior online interactive learning environment and test bank, including chapter tests, practice exams, a glossary of key terms, and electronic flashcards. And included with this version of the book, XtremeLabs virtual labs that run from your browser. The registration code is included with the book and gives you 6 months of unlimited access to XtremeLabs AWS Certified Data Analytics Labs with 3 unique lab modules based on the book.
Book Synopsis Big Data – BigData 2019 by : Keke Chen
Download or read book Big Data – BigData 2019 written by Keke Chen and published by Springer. This book was released on 2019-06-19 with total page 147 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume constitutes the proceedings of the 8th International Congress on BIGDATA 2019, held as Part of SCF 2019 in San Diego, CA, USA in June 2019. The 9 full papers presented in this volume were carefully reviewed and selected from 14 submissions. They cover topics such as: Big Data Models and Algorithms; Big Data Architectures; Big Data Management; Big Data Protection, Integrity and Privacy; Security Applications of Big Data; Big Data Search and Mining; Big Data for Enterprise, Government and Society.
Book Synopsis A Developer's Guide to Amazon SimpleDB by : Mocky Habeeb
Download or read book A Developer's Guide to Amazon SimpleDB written by Mocky Habeeb and published by Addison-Wesley Professional. This book was released on 2010-07-28 with total page 376 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Complete Guide to Building Cloud Computing Solutions with Amazon SimpleDB Using SimpleDB, any organization can leverage Amazon Web Services (AWS), Amazon’s powerful cloud-based computing platform–and dramatically reduce the cost and resources associated with application infrastructure. Now, for the first time, there’s a complete developer’s guide to building production solutions with Amazon SimpleDB. Pioneering SimpleDB developer Mocky Habeeb brings together all the hard-to-find information you need to succeed. Mocky tours the SimpleDB platform and APIs, explains their essential characteristics and tradeoffs, and helps you determine whether your applications are appropriate for SimpleDB. Next, he walks you through all aspects of writing, deploying, querying, optimizing, and securing Amazon SimpleDB applications–from the basics through advanced techniques. Throughout, Mocky draws on his unsurpassed experience supporting developers on SimpleDB’s official Web forums. He offers practical tips and answers that can’t be found anywhere else, and presents extensive working sample code–from snippets to complete applications. With A Developer’s Guide to Amazon SimpleDB you will be able to Evaluate whether a project is suited for Amazon SimpleDB Write SimpleDB applications that take full advantage of SimpleDB’s availability, scalability, and flexibility Effectively manage the entire SimpleDB application lifecycle Deploy cloud computing applications faster and more easily Work with SELECT and bulk data operations Fine tune queries to optimize performance Integrate SimpleDB security into existing organizational security plans Write and enhance runtime SimpleDB clients Build complete applications using AJAX and SimpleDB Understand low-level issues involved in writing clients and frameworks Solve common SimpleDB usage problems and avoid hidden pitfalls This book will be an indispensable resource for every IT professional evaluating or using SimpleDB to build cloud-computing applications, clients, or frameworks.
Book Synopsis Amazon Redshift: The Definitive Guide by : Rajesh Francis
Download or read book Amazon Redshift: The Definitive Guide written by Rajesh Francis and published by "O'Reilly Media, Inc.". This book was released on 2023-10-03 with total page 523 pages. Available in PDF, EPUB and Kindle. Book excerpt: Amazon Redshift powers analytic cloud data warehouses worldwide, from startups to some of the largest enterprise data warehouses available today. This practical guide thoroughly examines this managed service and demonstrates how you can use it to extract value from your data immediately, rather than go through the heavy lifting required to run a typical data warehouse. Analytic specialists Rajesh Francis, Rajiv Gupta, and Milind Oke detail Amazon Redshift's underlying mechanisms and options to help you explore out-of-the box automation. Whether you're a data engineer who wants to learn the art of the possible or a DBA looking to take advantage of machine learning-based auto-tuning, this book helps you get the most value from Amazon Redshift. By understanding Amazon Redshift features, you'll achieve excellent analytic performance at the best price, with the least effort. This book helps you: Build a cloud data strategy around Amazon Redshift as foundational data warehouse Get started with Amazon Redshift with simple-to-use data models and design best practices Understand how and when to use Redshift Serverless and Redshift provisioned clusters Take advantage of auto-tuning options inherent in Amazon Redshift and understand manual tuning options Transform your data platform for predictive analytics using Redshift ML and break silos using data sharing Learn best practices for security, monitoring, resilience, and disaster recovery Leverage Amazon Redshift integration with other AWS services to unlock additional value
Book Synopsis AWS Certified SysOps Administrator – Associate Guide by : Marko Sluga
Download or read book AWS Certified SysOps Administrator – Associate Guide written by Marko Sluga and published by Packt Publishing Ltd. This book was released on 2019-01-30 with total page 567 pages. Available in PDF, EPUB and Kindle. Book excerpt: An effective guide to becoming an AWS Certified SysOps Administrator Key FeaturesNot only pass the certification with confidence but also enhance your skills to solving real-world scenarios.A practical guide to getting you hands-on experience with application management, deployment, operation.Enhance your AWS skills with practice questions and mock tests.Book Description AWS certifications are becoming one of the must have certifications for any IT professional working on an AWS Cloud platform. This book will act as your one stop preparation guide to validate your technical expertise in deployment, management, and operations on the AWS platform. Along with exam specific content this book will also deep dive into real world scenarios and hands-on instructions. This book will revolve around concepts like teaching you to deploy, manage, and operate scalable, highly available, and fault tolerant systems on AWS. You will also learn to migrate an existing on-premises application to AWS. You get hands-on experience in selecting the appropriate AWS service based on compute, data, or security requirements. This book will also get you well versed with estimating AWS usage costs and identifying operational cost control mechanisms. By the end of this book, you will be all prepared to implement and manage resources efficiently on the AWS cloud along with confidently passing the AWS Certified SysOps Administrator – Associate exam. What you will learnCreate and manage users, groups, and permissions using AWS IAM servicesCreate a secure VPC with public and private subnets, Network Access Control, and security groupsGet started with launching your first EC2 instance, and working with itHandle application traffic with ELB and monitor AWS resources with CloudWatchWork with S3, Glacier, and CloudFrontWork across distributed application components using SWFUnderstand event-based processing with Lambda and messaging SQS and SNS in AWSGet familiar with AWS deployment concepts and tools including Elastic Beanstalk, CloudFormation and AWS OpsWorksWho this book is for If you are a system administrator or a system engineer interested in leveraging the AWS platform to deploy applications then, this book is for you. IT professionals interested in passing the AWS Certified Sysops Administrator will also benefit from this book. Some basic understanding of working AWS components would do wonders.
Book Synopsis AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide by : Somanath Nanda
Download or read book AWS Certified Machine Learning Specialty: MLS-C01 Certification Guide written by Somanath Nanda and published by Packt Publishing Ltd. This book was released on 2021-03-19 with total page 338 pages. Available in PDF, EPUB and Kindle. Book excerpt: Prepare to achieve AWS Machine Learning Specialty certification with this complete, up-to-date guide and take the exam with confidence Key Features Get to grips with core machine learning algorithms along with AWS implementation Build model training and inference pipelines and deploy machine learning models to the Amazon Web Services (AWS) cloud Learn all about the AWS services available for machine learning in order to pass the MLS-C01 exam Book DescriptionThe AWS Certified Machine Learning Specialty exam tests your competency to perform machine learning (ML) on AWS infrastructure. This book covers the entire exam syllabus using practical examples to help you with your real-world machine learning projects on AWS. Starting with an introduction to machine learning on AWS, you'll learn the fundamentals of machine learning and explore important AWS services for artificial intelligence (AI). You'll then see how to prepare data for machine learning and discover a wide variety of techniques for data manipulation and transformation for different types of variables. The book also shows you how to handle missing data and outliers and takes you through various machine learning tasks such as classification, regression, clustering, forecasting, anomaly detection, text mining, and image processing, along with the specific ML algorithms you need to know to pass the exam. Finally, you'll explore model evaluation, optimization, and deployment and get to grips with deploying models in a production environment and monitoring them. By the end of this book, you'll have gained knowledge of the key challenges in machine learning and the solutions that AWS has released for each of them, along with the tools, methods, and techniques commonly used in each domain of AWS ML.What you will learn Understand all four domains covered in the exam, along with types of questions, exam duration, and scoring Become well-versed with machine learning terminologies, methodologies, frameworks, and the different AWS services for machine learning Get to grips with data preparation and using AWS services for batch and real-time data processing Explore the built-in machine learning algorithms in AWS and build and deploy your own models Evaluate machine learning models and tune hyperparameters Deploy machine learning models with the AWS infrastructure Who this book is for This AWS book is for professionals and students who want to prepare for and pass the AWS Certified Machine Learning Specialty exam or gain deeper knowledge of machine learning with a special focus on AWS. Beginner-level knowledge of machine learning and AWS services is necessary before getting started with this book.
Book Synopsis Amazon SimpleDB Developer Guide by : Prabhakar Chaganti
Download or read book Amazon SimpleDB Developer Guide written by Prabhakar Chaganti and published by Packt Publishing Ltd. This book was released on 2010-06-01 with total page 357 pages. Available in PDF, EPUB and Kindle. Book excerpt: Scale your application's database on the cloud using Amazon SimpleDB with this book and eBook.
Book Synopsis AWS Certified Cloud Practitioner Study Guide Exclusive Practice Tests by : Georgio Daccache
Download or read book AWS Certified Cloud Practitioner Study Guide Exclusive Practice Tests written by Georgio Daccache and published by Georgio Daccache. This book was released on with total page 131 pages. Available in PDF, EPUB and Kindle. Book excerpt: AWS Certified Cloud Practitioner CLF-C02 Exam Exclusive Preparation Book: Achieve success in your AWS Certified Cloud Practitioner CLF-C02 Exam on the first try with our new and exclusive preparation book. This New and Exclusive book is designed to help you test your knowledge, providing a collection of the latest questions with detailed explanations and official references. Save both time and money by investing in this book, which covers all the topics included in the AWS Certified Cloud Practitioner CLF-C02 exam. This book includes two full-length, highly important practice tests, each with 65 questions, for a total of 130 questions. It also provides detailed explanations for each question and official reference links. Dedicate your effort to mastering these AWS Certified Cloud Practitioner CLF-C02 exam questions, as they offer up-to-date information on the entire exam syllabus. This book is strategically crafted to not only assess your knowledge and skills but also to boost your confidence for the real exam. With a focus on thorough preparation, passing the official AWS Certified Cloud Practitioner CLF-C02 Exam on your first attempt becomes achievable through diligent study of these valuable resources. The AWS Certified Cloud Practitioner CLF-C02 exam has a total of 65 questions. However, there's a breakdown to be aware of: 50 scored questions: These directly contribute to your final score. 15 unscored questions: These are used by AWS to evaluate the questions for future exams and don't affect your pass/fail result. The exam has the following content domains and weightings: • Domain 1: Cloud Concepts (24% of scored content) • Domain 2: Security and Compliance (30% of scored content) • Domain 3: Cloud Technology and Services (34% of scored content) • Domain 4: Billing, Pricing, and Support (12% of scored content) So, while you'll see 65 questions during the exam, only 50 of them will determine whether you pass or fail. Welcome!
Book Synopsis AWS Certified Developer – Associate Guide by : Vipul Tankariya
Download or read book AWS Certified Developer – Associate Guide written by Vipul Tankariya and published by Packt Publishing Ltd. This book was released on 2019-06-03 with total page 790 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn from the AWS subject-matter experts, explore real-world scenarios, and pass the AWS Certified Developer – Associate exam Key FeaturesThis fast-paced guide will help you clear the AWS Certified Developer – Associate (DVA-C01) exam with confidenceGain valuable insights to design, develop, and deploy cloud-based solutions using AWSDevelop expert core AWS skills with practice questions and mock testsBook Description This book will focus on the revised version of AWS Certified Developer Associate exam. The 2019 version of this exam guide includes all the recent services and offerings from Amazon that benefits developers. AWS Certified Developer - Associate Guide starts with a quick introduction to AWS and the prerequisites to get you started. Then, this book will describe about getting familiar with Identity and Access Management (IAM) along with Virtual private cloud (VPC). Next, this book will teach you about microservices, serverless architecture, security best practices, advanced deployment methods and more. Going ahead we will take you through AWS DynamoDB A NoSQL Database Service, Amazon Simple Queue Service (SQS) and CloudFormation Overview. Lastly, this book will help understand Elastic Beanstalk and will also walk you through AWS lambda. At the end of this book, we will cover enough topics, tips and tricks along with mock tests for you to be able to pass the AWS Certified Developer - Associate exam and develop as well as manage your applications on the AWS platform. What you will learnCreate and manage users, groups, and permissions using AWS IAM servicesCreate a secured VPC with Public and Private Subnets, NAC, and Security groupsLaunching your first EC2 instance, and working with itHandle application traffic with ELB and monitor AWS resources with CloudWatchWork with AWS storage services such as S3, Glacier, and CloudFrontGet acquainted with AWS DynamoDB a NoSQL database serviceUse SWS to coordinate work across distributed application componentsWho this book is for This book is for IT professionals and developers looking to clear the AWS Certified Developer Associate 2019 exam. Developers looking to develop and manage their applications on the AWS platform will also find this book useful. No prior AWS experience is needed.
Book Synopsis AWS Certified Cloud Developer - Associate by : Cybellium
Download or read book AWS Certified Cloud Developer - Associate written by Cybellium and published by Cybellium . This book was released on with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: Welcome to the forefront of knowledge with Cybellium, your trusted partner in mastering the cutting-edge fields of IT, Artificial Intelligence, Cyber Security, Business, Economics and Science. Designed for professionals, students, and enthusiasts alike, our comprehensive books empower you to stay ahead in a rapidly evolving digital world. * Expert Insights: Our books provide deep, actionable insights that bridge the gap between theory and practical application. * Up-to-Date Content: Stay current with the latest advancements, trends, and best practices in IT, Al, Cybersecurity, Business, Economics and Science. Each guide is regularly updated to reflect the newest developments and challenges. * Comprehensive Coverage: Whether you're a beginner or an advanced learner, Cybellium books cover a wide range of topics, from foundational principles to specialized knowledge, tailored to your level of expertise. Become part of a global network of learners and professionals who trust Cybellium to guide their educational journey. www.cybellium.com
Book Synopsis AWS Certified Solutions Architect Official Study Guide by : Joe Baron
Download or read book AWS Certified Solutions Architect Official Study Guide written by Joe Baron and published by John Wiley & Sons. This book was released on 2016-09-28 with total page 545 pages. Available in PDF, EPUB and Kindle. Book excerpt: Validate your AWS skills. This is your opportunity to take the next step in your career by expanding and validating your skills on the AWS cloud. AWS has been the frontrunner in cloud computing products and services, and the AWS Certified Solutions Architect Official Study Guide for the Associate exam will get you fully prepared through expert content, and real-world knowledge, key exam essentials, chapter review questions, access to Sybex’s interactive online learning environment, and much more. This official study guide, written by AWS experts, covers exam concepts, and provides key review on exam topics, including: Mapping Multi-Tier Architectures to AWS Services, such as web/app servers, firewalls, caches and load balancers Understanding managed RDBMS through AWS RDS (MySQL, Oracle, SQL Server, Postgres, Aurora) Understanding Loose Coupling and Stateless Systems Comparing Different Consistency Models in AWS Services Understanding how AWS CloudFront can make your application more cost efficient, faster and secure Implementing Route tables, Access Control Lists, Firewalls, NAT, and DNS Applying AWS Security Features along with traditional Information and Application Security Using Compute, Networking, Storage, and Database AWS services Architecting Large Scale Distributed Systems Understanding of Elasticity and Scalability Concepts Understanding of Network Technologies Relating to AWS Deploying and Managing Services with tools such as CloudFormation, OpsWorks and Elastic Beanstalk. Learn from the AWS subject-matter experts, review with proven study tools, and apply real-world scenarios. If you are looking to take the AWS Certified Solutions Architect Associate exam, this guide is what you need for comprehensive content and robust study tools that will help you gain the edge on exam day and throughout your career.
Book Synopsis Amazon Redshift: The Definitive Guide by : Rajesh Francis
Download or read book Amazon Redshift: The Definitive Guide written by Rajesh Francis and published by "O'Reilly Media, Inc.". This book was released on 2023-10-03 with total page 465 pages. Available in PDF, EPUB and Kindle. Book excerpt: Amazon Redshift powers analytic cloud data warehouses worldwide, from startups to some of the largest enterprise data warehouses available today. This practical guide thoroughly examines this managed service and demonstrates how you can use it to extract value from your data immediately, rather than go through the heavy lifting required to run a typical data warehouse. Analytic specialists Rajesh Francis, Rajiv Gupta, and Milind Oke detail Amazon Redshift's underlying mechanisms and options to help you explore out-of-the box automation. Whether you're a data engineer who wants to learn the art of the possible or a DBA looking to take advantage of machine learning-based auto-tuning, this book helps you get the most value from Amazon Redshift. By understanding Amazon Redshift features, you'll achieve excellent analytic performance at the best price, with the least effort. This book helps you: Build a cloud data strategy around Amazon Redshift as foundational data warehouse Get started with Amazon Redshift with simple-to-use data models and design best practices Understand how and when to use Redshift Serverless and Redshift provisioned clusters Take advantage of auto-tuning options inherent in Amazon Redshift and understand manual tuning options Transform your data platform for predictive analytics using Redshift ML and break silos using data sharing Learn best practices for security, monitoring, resilience, and disaster recovery Leverage Amazon Redshift integration with other AWS services to unlock additional value
Book Synopsis Getting Started with Amazon Redshift by : Stefan Bauer
Download or read book Getting Started with Amazon Redshift written by Stefan Bauer and published by Packt Publishing. This book was released on 2013 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: Getting Started With Amazon Redshift is a step-by-step, practical guide to the world of Redshift. Learn to load, manage, and query data on Redshift.This book is for CIOs, enterprise architects, developers, and anyone else who needs to get familiar with RedShift. The CIO will gain an understanding of what their technical staff is working on; the technical implementation personnel will get an in-depth view of the technology, and what it will take to implement their own solutions.
Book Synopsis AWS Certified Developer Associate Certification and Beyond by : Rajesh Daswani
Download or read book AWS Certified Developer Associate Certification and Beyond written by Rajesh Daswani and published by Packt Publishing Ltd. This book was released on 2024-07-31 with total page 711 pages. Available in PDF, EPUB and Kindle. Book excerpt: Prepare to achieve the AWS Certified Developer – Associate certification and learn everything you need to advance your career in AWS development with this in-depth guide Key Features Gear up for a thriving career in AWS development with this hands-on guide Put your newfound knowledge into action with practical labs Develop, deploy, and debug cloud-based applications using AWS core services Purchase of this book unlocks access to web-based exam prep resources including mock exams, flashcards, exam tips, and the eBook PDF Book DescriptionBecoming an AWS Certified Developer is a rewarding, but challenging endeavor. With AWS’ vast capabilities and abundant resources, finding the right study material and a clear path to success can be daunting. AWS Certified Developer Associate Certification and Beyond is a one-stop guide that not only sets you up for success in the exam, but also lays the foundations for a fulfilling career in the world's most popular cloud infrastructure. This in-depth guide covers everything you need to know to pass the AWS Certified Developer – Associate exam and allows you to test yourself as you go, with knowledge checks throughout the book. You will learn to configure Elastic Load Balancing for high availability, monitor your applications with CloudWatch, and integrate authentication with Amazon Cognito. Additionally, this book grants lifetime access to online exam resources, including mock exams with exam-like timers, detailed solutions, flashcards, and invaluable exam tips, all accessible across PCs, tablets, and smartphones. By the end, you'll be ready to ace the exam and elevate your AWS application development and management skills, positioning yourself for career advancement.What you will learn Host static website content using Amazon S3 Explore accessibility, segmentation, and security with Amazon VPC Implement disaster recovery with EC2 and S3 Provision and manage relational and non-relational databases on AWS Deploy your applications automatically with AWS Elastic Beanstalk Use AWS CodeBuild, AWS CodeDeploy, and AWS CodePipeline for DevOps Manage containers using Amazon EKS and ECS Build serverless applications with AWS Lambda and AWS Cloud9 Who this book is for If you're an IT professional or a developer preparing to take the AWS Certified Developer Associate exam, this book is for you. Developers looking to build and manage their applications on the AWS platform will also find this book useful. No prior AWS experience is needed.
