Ultimate Azure Data Scientist Associate Dp 100 Certification Guide
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Ultimate Azure Data Scientist Associate Dp 100 Certification Guide Simplified Concepts And Effective Ml Solutions To Crack The Azure Data Scientist Dp 100 Exam
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Author : Rajib Kumar
language : en
Publisher: Orange Education Pvt Limited
Release Date : 2024-06-26
Ultimate Azure Data Scientist Associate Dp 100 Certification Guide Simplified Concepts And Effective Ml Solutions To Crack The Azure Data Scientist Dp 100 Exam written by Rajib Kumar and has been published by Orange Education Pvt Limited this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-26 with Computers categories.
Empower Your Data Science Journey: From Exploration to Certification in Azure Machine Learning Key Features● Offers deep dives into key areas such as data preparation, model training, and deployment, ensuring you master each concept. ● Covers all exam objectives in detail, ensuring a thorough understanding of each topic required for the DP-100 certification. ● Includes hands-on labs and practical examples to help you apply theoretical knowledge to real-world scenarios, enhancing your learning experience. Book DescriptionUltimate Azure Data Scientist Associate (DP-100) Certification Guide is your essential resource for achieving the Microsoft Azure Data Scientist Associate certification. This guide covers all exam objectives, helping you design and prepare machine learning solutions, explore data, train models, and manage deployment and retraining processes. The book starts with the basics and advances through hands-on exercises and real-world projects, to help you gain practical experience with Azure's tools and services. The book features certification-oriented Q&A challenges that mirror the actual exam, with detailed explanations to help you thoroughly grasp each topic. Perfect for aspiring data scientists, IT professionals, and analysts, this comprehensive guide equips you with the expertise to excel in the DP-100 exam and advance your data science career. What you will learn ● Design and prepare effective machine learning solutions in Microsoft Azure. ● Learn to develop complete machine learning training pipelines, with or without code. ● Explore data, train models, and validate ML pipelines efficiently. ● Deploy, manage, and optimize machine learning models in Azure. ● Utilize Azure's suite of data science tools and services, including Prompt Flow, Model Catalog, and AI Studio. ● Apply real-world data science techniques to business problems. ● Confidently tackle DP-100 certification exam questions and scenarios. Table of Contents1. Introduction to Data Science and Azure 2. Setting Up Your Azure Environment 3. Data Ingestion and Storage in Azure 4. Data Transformation and Cleaning 5. Introduction to Machine Learning 6. Azure Machine Learning Studio 7. Model Deployment and Monitoring 8. Embracing AI Revolution Azure 9. Responsible AI and Ethics 10. Big Data Analytics with Azure 11. Real-World Applications and Case Studies 12. Conclusion and Next Steps Index
Ultimate Azure Data Scientist Associate Dp 100 Certification Guide
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Author : Rajib Kumar De
language : en
Publisher: Orange Education Pvt Ltd
Release Date : 2024-06-26
Ultimate Azure Data Scientist Associate Dp 100 Certification Guide written by Rajib Kumar De and has been published by Orange Education Pvt Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-26 with Computers categories.
TAGLINE Empower Your Data Science Journey: From Exploration to Certification in Azure Machine Learning KEY FEATURES ● Offers deep dives into key areas such as data preparation, model training, and deployment, ensuring you master each concept. ● Covers all exam objectives in detail, ensuring a thorough understanding of each topic required for the DP-100 certification. ● Includes hands-on labs and practical examples to help you apply theoretical knowledge to real-world scenarios, enhancing your learning experience. DESCRIPTION Ultimate Azure Data Scientist Associate (DP-100) Certification Guide is your essential resource for achieving the Microsoft Azure Data Scientist Associate certification. This guide covers all exam objectives, helping you design and prepare machine learning solutions, explore data, train models, and manage deployment and retraining processes. The book starts with the basics and advances through hands-on exercises and real-world projects, to help you gain practical experience with Azure's tools and services. The book features certification-oriented Q&A challenges that mirror the actual exam, with detailed explanations to help you thoroughly grasp each topic. Perfect for aspiring data scientists, IT professionals, and analysts, this comprehensive guide equips you with the expertise to excel in the DP-100 exam and advance your data science career. WHAT WILL YOU LEARN ● Design and prepare effective machine learning solutions in Microsoft Azure. ● Learn to develop complete machine learning training pipelines, with or without code. ● Explore data, train models, and validate ML pipelines efficiently. ● Deploy, manage, and optimize machine learning models in Azure. ● Utilize Azure's suite of data science tools and services, including Prompt Flow, Model Catalog, and AI Studio. ● Apply real-world data science techniques to business problems. ● Confidently tackle DP-100 certification exam questions and scenarios. WHO IS THIS BOOK FOR? This book is for aspiring Data Scientists, IT Professionals, Developers, Data Analysts, Students, and Business Professionals aiming to Master Azure Data Science. Prior knowledge of basic Data Science concepts and programming, particularly in Python, will be beneficial for making the most of this comprehensive guide. TABLE OF CONTENTS 1. Introduction to Data Science and Azure 2. Setting Up Your Azure Environment 3. Data Ingestion and Storage in Azure 4. Data Transformation and Cleaning 5. Introduction to Machine Learning 6. Azure Machine Learning Studio 7. Model Deployment and Monitoring 8. Embracing AI Revolution Azure 9. Responsible AI and Ethics 10. Big Data Analytics with Azure 11. Real-World Applications and Case Studies 12. Conclusion and Next Steps Index
Azure Data Scientist Associate Certification Guide
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Author : Andreas Botsikas
language : en
Publisher: Packt Publishing Ltd
Release Date : 2021-12-03
Azure Data Scientist Associate Certification Guide written by Andreas Botsikas and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-03 with Computers categories.
Develop the skills you need to run machine learning workloads in Azure and pass the DP-100 exam with ease Key FeaturesCreate end-to-end machine learning training pipelines, with or without codeTrack experiment progress using the cloud-based MLflow-compatible process of Azure ML servicesOperationalize your machine learning models by creating batch and real-time endpointsBook Description The Azure Data Scientist Associate Certification Guide helps you acquire practical knowledge for machine learning experimentation on Azure. It covers everything you need to pass the DP-100 exam and become a certified Azure Data Scientist Associate. Starting with an introduction to data science, you'll learn the terminology that will be used throughout the book and then move on to the Azure Machine Learning (Azure ML) workspace. You'll discover the studio interface and manage various components, such as data stores and compute clusters. Next, the book focuses on no-code and low-code experimentation, and shows you how to use the Automated ML wizard to locate and deploy optimal models for your dataset. You'll also learn how to run end-to-end data science experiments using the designer provided in Azure ML Studio. You'll then explore the Azure ML Software Development Kit (SDK) for Python and advance to creating experiments and publishing models using code. The book also guides you in optimizing your model's hyperparameters using Hyperdrive before demonstrating how to use responsible AI tools to interpret and debug your models. Once you have a trained model, you'll learn to operationalize it for batch or real-time inferences and monitor it in production. By the end of this Azure certification study guide, you'll have gained the knowledge and the practical skills required to pass the DP-100 exam. What you will learnCreate a working environment for data science workloads on AzureRun data experiments using Azure Machine Learning servicesCreate training and inference pipelines using the designer or codeDiscover the best model for your dataset using Automated MLUse hyperparameter tuning to optimize trained modelsDeploy, use, and monitor models in productionInterpret the predictions of a trained modelWho this book is for This book is for developers who want to infuse their applications with AI capabilities and data scientists looking to scale their machine learning experiments in the Azure cloud. Basic knowledge of Python is needed to follow the code samples used in the book. Some experience in training machine learning models in Python using common frameworks like scikit-learn will help you understand the content more easily.
Microsoft Information Protection Administrator Sc 400 Certification Guide
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Author : Shabaz Darr
language : en
Publisher: Packt Publishing Ltd
Release Date : 2022-02-10
Microsoft Information Protection Administrator Sc 400 Certification Guide written by Shabaz Darr and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-10 with Computers categories.
Discover how to implement information protection, data loss prevention, and information governance within Microsoft 365 Key FeaturesDesign, implement, and administer Microsoft Information ProtectionImplement data loss prevention to minimize the risk of data exfiltrationUse Information Governance capabilities to ensure that data is stored in your environment for as long as necessaryBook Description Cloud technologies have massively increased the amount of data being produced and the places in which this data is stored. Without proper planning and discipline in configuring information protection for your data, you may be compromising information and regulatory compliance. Microsoft Information Protection Administrator SC-400 Certification Guide begins with an overview of the SC-400 exam, and then enables you to envision, implement, and administer the Information Protection suite offered by Microsoft. The book also provides you with hands-on labs, along with the theory of creating policies and rules for content classification, data loss prevention, governance, and protection. Toward the end, you'll be able to take mock tests to help you prepare effectively for the exam. By the end of this Microsoft book, you'll have covered everything needed to pass the SC-400 certification exam, and have a handy, on-the-job desktop reference guide. What you will learnUnderstand core exam objectives to pass the SC-400 exam with easeFind out how to create and manage sensitive information types for different types of dataCreate and manage policies and learn how to apply these to Microsoft 365 SaaS applicationsBroaden your knowledge of data protection on M365Discover how to configure and manage the protection of your data in M365Monitor activity regarding data access in M365Understand and implement Data Governance in M365Who this book is for If you are a compliance administrator, Microsoft 365 Administrator, or Information Protection Administrator who wants to improve their knowledge of Microsoft Security & Compliance services, then this book is for you. This book is also ideal for anyone looking to achieve the SC-400 Information Protection Associate Administrator certification.
Microsoft Certified Azure Fundamentals Study Guide
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Author : James Boyce
language : en
Publisher: John Wiley & Sons
Release Date : 2021-04-13
Microsoft Certified Azure Fundamentals Study Guide written by James Boyce and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-04-13 with Computers categories.
Quickly preps technical and non-technical readers to pass the Microsoft AZ-900 certification exam Microsoft Certified Azure Fundamentals Study Guide: Exam AZ-900 is your complete resource for preparing for the AZ-900 exam. Microsoft Azure is a major component of Microsoft’s cloud computing model, enabling organizations to host their applications and related services in Microsoft’s data centers, eliminating the need for those organizations to purchase and manage their own computer hardware. In addition, serverless computing enables organizations to quickly and easily deploy data services without the need for servers, operating systems, and supporting systems. This book is targeted at anyone who is seeking AZ-900 certification or simply wants to understand the fundamentals of Microsoft Azure. Whatever your role in business or education, you will benefit from an understanding of Microsoft Azure fundamentals. Readers will also get one year of FREE access to Sybex’s superior online interactive learning environment and test bank, including hundreds of questions, a practice exam, electronic flashcards, and a glossary of key terms. This book will help you master the following topics covered in the AZ-900 certification exam: Cloud concepts Cloud types (Public, Private, Hybrid) Azure service types (IaaS, SaaS, PaaS) Core Azure services Security, compliance, privacy, and trust Azure pricing levels Legacy and modern lifecycles Growth in the cloud market continues to be very strong, and Microsoft is poised to see rapid and sustained growth in its cloud share. Written by a long-time Microsoft insider who helps customers move their workloads to and manage them in Azure on a daily basis, this book will help you break into the growing Azure space to take advantage of cloud technologies.
Aws Certified Machine Learning Study Guide
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Author : Shreyas Subramanian
language : en
Publisher: Sybex
Release Date : 2021-12-14
Aws Certified Machine Learning Study Guide written by Shreyas Subramanian and has been published by Sybex this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-14 with Computers categories.
Written by an AWS subject-matter experts, the AWS Certified Machine Learning Study Guide: Specialty (MLS-C01) Exam is intended for individuals who perform a development or data science role. The exam validates a person's ability to build, train, tune, and deploy machine learning (ML) models using the AWS Cloud. It also validates a person's ability to design, implement, deploy, and maintain ML solutions for given business problems, specifically in the areas of identifying appropriate AWS services to implement ML solutions, selecting and justifying the appropriate ML approach for a given business problem, and designing and implementing scalable, cost-optimized, reliable, and secure ML solutions. This Study Guide covers exam concepts, and provides key review on exam topics: Data Engineering Exploratory Data Analysis Modeling Machine Learning Implementation and Operations 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 Machine Learning Study Guide will get you fully prepared through expert content, and real-world knowledge, key exam essentials, chapter review questions, and much more. Readers will also have access to Sybex's superior online interactive learning environment and test bank, including hundreds of review questions, practice exams, and electronic flashcards, and a glossary of key terms.
Exam Ref Sc 900 Microsoft Security Compliance And Identity Fundamentals
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Author : Yuri Diogenes
language : en
Publisher: Exam Ref
Release Date : 2021-12-04
Exam Ref Sc 900 Microsoft Security Compliance And Identity Fundamentals written by Yuri Diogenes and has been published by Exam Ref this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-04 with Computers categories.
Prepare for Microsoft Exam SC-900 and help demonstrate your real-world knowledge of the fundamentals of security, compliance, and identity (SCI) across cloud-based and related Microsoft services. Designed for business stakeholders, new and existing IT professionals, functional consultants, and students, this Exam Ref focuses on the critical thinking and decision-making acumen needed for success at the Microsoft Certified: Security, Compliance, and Identity Fundamentals level. Focus on the expertise measured by these objectives: * Describe the concepts of security, compliance, and identity * Describe the capabilities of Microsoft identity and access management solutions * Describe the capabilities of Microsoft security solutions * Describe the capabilities of Microsoft compliance solutions This Microsoft Exam Ref: * Organizes its coverage by exam objectives * Features strategic, what-if scenarios to challenge you * Assumes you are a business user, stakeholder, consultant, professional, or student who wants to create holistic, end-to-end solutions with Microsoft security, compliance, and identity technologies About the Exam Exam SC-900 focuses on knowledge needed to describe: security and compliance concepts and methods; identity concepts; Azure AD identity services/types, authentication, access management, identity protection, and governance; Azure, Azure Sentinel, and Microsoft 365 security management; Microsoft 365 Defender threat protection and Intune endpoint security; Microsoft 365 compliance management, information protection, governance, insider risk, eDiscovery, and audit capabilities; and Azure resource governance. About Microsoft Certification Passing this exam fulfills your requirements for the Microsoft Certified: Security, Compliance, and Identity Fundamentals certification, helping to demonstrate your understanding of the fundamentals of security, compliance, and identity (SCI) across cloud-based and related Microsoft services. With this certification, you can move on to earn more advanced related Associate-level role-based certifications. See full details at: microsoft.com/learn
Exam Ref Ai 900 Microsoft Azure Ai Fundamentals
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Author : Julian Sharp
language : en
Publisher: Microsoft Press
Release Date : 2021-11-22
Exam Ref Ai 900 Microsoft Azure Ai Fundamentals written by Julian Sharp and has been published by Microsoft Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-22 with Artificial intelligence categories.
Direct from Microsoft, this Exam Ref is the official study guide for the new Microsoft AI-900 Microsoft Azure AI Fundamentals certification exam. Exam Ref AI-900 Microsoft Azure AI Fundamentals offers professional-level preparation that helps candidates maximize their exam performance and sharpen their skills on the job. It focuses on the specific areas of expertise modern IT professionals need to demonstrate real-world mastery of common machine learning (ML) and artificial intelligence (AI) workloads and how to use them in Azure.
Administering Relational Databases On Microsoft Azure
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Author : Ahmad Yaseen
language : en
Publisher:
Release Date : 2021-03-07
Administering Relational Databases On Microsoft Azure written by Ahmad Yaseen and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-07 with categories.
This book is ideal for IT professionals who have some experience with SQL Server or Database but are looking for a rich hands-on resource with guidance to explore each of the Azure SQL administrator concepts and the solutions the cloud provider offers."Azure SQL Database named among the top 3 databases of 2020 according to DB-Engines.."Azure SQL Database is primarily for SQL DBAs who are dipping their feet into the cloud world since Cloud services are becoming the de-facto platform for agile development and implementation. Numerous companies worldwide are now drifting to cloud solutions, and Microsoft Azure is one of the prominent ones.The book is primarily designed for Cloud DBAs (with ample knowledge of SQL server) who are new to Azure and want to have a solid start and get an in-depth glimpse on advanced topics that will help them to solve day to day issues plus effectively support the Azure databases. Administering Relational Databases on Microsoft Azure takes readers through a complete tour of understanding of fundamental Azure concepts, Azure SQL administration, Azure Management tools and techniques. This book will give an edge over to clear DP 300 exam. Increasingly, we continue to flood with information about the importance of the cloud. Cloud computing is everywhere, but not everyone knows exactly what it is and where to get started. We try to focus more on Azure SQL and give you the foundational understanding of what the cloud really is and tell you how some of these cloud technologies can work for you, and direct you to improve your knowledge and get certified with hassle-free learning. If you find it is for you, you will pick up useful tricks and tips for making a move to the cloud as seamless as possible It is never too late to turn the corner from "On-premise DBA" to "Cloud DBA specialist". In most technical discussions, we see a vast gap in cloud adoption and the reality of absorption. There is always a need to learn the Next-Gen technology. In this book, you explore the importance of understanding and managing cloud database and the skills you must build around the Cloud to face the cloud DBA certification. In addition, along the way, you will pick up great interesting insights, real-time scenario and fundamentals, concepts of Cloud, cloud management tools, test cases, and several practice solutions.This book provides the platform for learning the advanced Azure SQL database management concepts, delivering a solid understanding of cloud infrastructure and available tools, and explaining how to implement cloud database solutions. Upon completion of the book, readers will be able to:1. Understand Azure fundamentals and concepts2. Design cloud infrastructure solutions with a focus on databases in mind3. Design your environment with the right services models-DTU, VCore, Serverless Computing, SQL on Azure VM, etc...4. Learn to administrate and manage Azure SQL with the best practices in mind5. Implement Azure PowerShell and Azure CLI solutions to manage large infrastructures through Azure Automation, ARM templates, and more...6. Efficient and seamless handling of Azure components7. Design High availability and disaster recovery methodologies8. Handle advanced diagnostics to perform troubleshooting performance issues9. Learn analytics integration using Log Analytics and SQL Analytics10. Perform database-related integration using Azure Logic Apps11. Deep dive into administering relational database on Azure Cloud12. Explore the key concepts that you should consider when making a move to Azure SQL13. Learn advanced data security
Exam Dp 100 Azure Data Scientist Associate 48 Test Prep Questions
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Author : Ger Arevalo
language : en
Publisher: Ger Arevalo
Release Date : 2019-08-29
Exam Dp 100 Azure Data Scientist Associate 48 Test Prep Questions written by Ger Arevalo and has been published by Ger Arevalo this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-08-29 with Computers categories.
This book is designed to be an ancillary to the classes, labs, and hands on practice that you have diligently worked on in preparing to obtain your DP-100: Azure Data Scientist Associate certification. I won’t bother talking about the benefits of certifications. This book tries to reinforce the knowledge that you have gained in your process of studying. It is meant as one of the end steps in your preparation for the DP-100 exam. This book is short, but It will give you a good gauge of your readiness. Learning can be seen in 4 stages: 1. Unconscious Incompetence 2. Conscious Incompetence 3. Conscious Competence 4. Unconscious Competence This book will assume the reader has already gone through the needed classes, labs, and practice. It is meant to take the reader from stage 2, Conscious Incompetence, to stage 3 Conscious Competence. At stage 3, you should be ready to take the exam. Only real-world scenarios and work experience will take you to stage 4, Unconscious Competence. Before we get started, we all have doubts when preparing to take an exam. What is your reason and purpose for taking this exam? Remember your reason and purpose when you have some doubts. Obstacle is the way. Control your mind, attitude, and you can control the situation. Persistence leads to confidence. Confidence erases doubts.