Azure Data Scientist Associate Certification Guide PDF Download
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Author: Andreas Botsikas
Publisher: Packt Publishing Ltd
ISBN: 1800561261
Category : Computers
Languages : en
Pages : 448
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Book Description
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.
Author: Andreas Botsikas
Publisher: Packt Publishing Ltd
ISBN: 1800561261
Category : Computers
Languages : en
Pages : 448
Get Book Here
Book Description
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.
Author: Cybellium
Publisher: Cybellium Ltd
ISBN: 1836798326
Category : Study Aids
Languages : en
Pages : 229
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Book Description
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
Author: Manish Soni
Publisher:
ISBN:
Category : Study Aids
Languages : en
Pages : 92
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Book Description
This certification, AZURE AI Data Scientists Associate DP-100, is meticulously crafted to validate your proficiency in key AI and machine learning concepts within the Azure environment. Whether you are a seasoned data professional seeking to expand your skill set or an aspiring data scientist eager to enter the field, this program equips you with the expertise needed to design and implement intelligent solutions. What You Will Learn: This certification covers a diverse range of topics, including data preparation, model training, model deployment, and the implementation of machine learning workloads on Azure. The curriculum is designed to provide a comprehensive understanding of Azure Machine Learning, Azure Cognitive Services, and related tools that are integral to building AI-driven solutions.
Author: Rajib Kumar De
Publisher: Orange Education Pvt Ltd
ISBN: 8197256225
Category : Computers
Languages : en
Pages : 380
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Book Description
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
Author: Yuri Diogenes
Publisher: Microsoft Press
ISBN: 0137568118
Category : Computers
Languages : en
Pages : 378
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Book Description
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
Author: Pierstefano Tucci
Publisher: Microsoft Press
ISBN: 9780136871798
Category : Computers
Languages : en
Pages : 240
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Book Description
Prepare for Microsoft Exam DP-100-and help demonstrate your real-world mastery of the various data science components of Microsoft Azure. Designed for IT professionals, Exam Ref focuses on the critical thinking and decision-making acumen needed for success at the Microsoft Certified Associate level. Focus on the expertise measured by these objectives: Set up an Azure Machine Learning workspace Run experiments and train models Optimize and manage models Deploy and consume models This Microsoft Exam Ref: Organizes its coverage by exam objectives Features strategic, what-if scenarios to challenge you Assumes you are a business user, IT professional, or student interested in cloud computing and technologies, including individuals planning to pursue more advanced Microsoft 365 certification About the Exam Exam DP-100 focuses on knowledge needed to apply scientific rigor and data exploration techniques to gain actionable insights and communicate results to stakeholders; use machine learning techniques to train, evaluate, and deploy models to build AI solutions that satisfy business objectives; use applications that involve natural language processing, speech, computer vision, and predictive analytics. About Microsoft Certification Passing this exam fulfills your requirements for the Microsoft Certified: Azure Data Scientist Associate credential, demonstrating that you understand how to implement and run machine learning workloads on Microsoft Azure; in particular, using Azure Machine Learning Service. See full details at: www.microsoft.com/learn
Author: Charles Pluta
Publisher: Microsoft Press
ISBN: 0137682654
Category : Computers
Languages : en
Pages : 411
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Book Description
Prepare for Microsoft Exam AZ-700 and help demonstrate your real-world mastery of planning, implementing, and maintaining Azure networking solutions, including hybrid networking, connectivity, routing, security, and private access to Azure services. Designed for professionals with Azure networking experience, this Exam Ref focuses on the critical thinking and decision-making acumen needed for success at the Microsoft Certified: Network Engineer Associate level. Focus on the expertise measured by these objectives: Design, implement, and manage hybrid networking Design and implement core networking infrastructure Design and implement routing Secure and monitor networks Design and implement private access to Azure services This Microsoft Exam Ref: Organizes its coverage by exam objectives Features strategic, what-if scenarios to challenge you Assumes you have expertise in planning, implementing, and maintaining Azure networking solutions About the Exam Exam AZ-700 focuses on knowledge needed to design, implement, and manage site-to-site and point-to-site VPN connections, and Azure ExpressRoute; design and implement virtual network private IP addressing, name resolution, cross-virtual network connectivity, and Azure Virtual WAN architectures; design and implement virtual network routing, Azure Load Balancer, Azure Application Gateway, Azure Front Door, and Azure Traffic Manager profiles; secure and monitor networks via Azure Firewall, network security groups (NSGs), Web Application Firewall (WAF), Azure Monitor, and other tools; design and implement Azure Private Link, Azure Private Endpoint, service endpoints, and virtual network integration for dedicated PaaS services. About Microsoft Certification Passing this exam fulfills your requirements for the Microsoft Certified: Network Engineer Associate credential, demonstrating your expertise as a Network Engineer capable of recommending, planning, and implementing Azure networking solutions; managing them for performance, resiliency, scale, and security; deploying them via the Azure Portal and other methods; and working with architects, administrators, engineers, and developers to deliver Azure solutions. See full details at: microsoft.com/learn
Author: Orin Thomas
Publisher: Microsoft Press
ISBN: 0137469225
Category : Computers
Languages : en
Pages : 546
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Book Description
Prepare for the updated version of Microsoft Exam MS-100— and help demonstrate your real-world mastery of skills and knowledge needed to effectively design, deploy, manage, and secure Microsoft 365 services. Designed for experienced IT professionals, Exam Ref focuses on critical thinking and decision-making acumen needed for success at the Microsoft Certified Expert level. Focus on the expertise measured by these objectives: • Design and implement Microsoft 365 services • Manage user identity and roles • Manage access and authentication • Plan Office 365 workloads and applications This Microsoft Exam Ref: • Organizes its coverage by exam objectives • Features strategic, what-if scenarios to challenge you • Assumes you have working knowledge of Microsoft 365 workloads, networking, server administration, and IT fundamentals; and have administered at least one Exchange, SharePoint, Teams, or Windows deployment About the Exam Exam MS-100 focuses on knowledge needed to plan architecture; deploy a Microsoft 365 tenant; manage Microsoft 365 subscription and tenant health; plan migration of users and data; design identity strategy; plan identity synchronization; manage identity synchronization with Azure Active Directory (Azure AD); manage Azure AD identities and roles; manage authentication; plan and implement secure access; configure application access; plan to deploy Microsoft 365 Apps and messaging; plan for Microsoft SharePoint Online, OneDrive for Business, and Teams infrastructure; and plan Microsoft Power Platform integration. About Microsoft Certification The Microsoft 365 Certified: Enterprise Administrator Expert certification credential demonstrates your ability to evaluate, plan, migrate, deploy, and manage Microsoft 365 services. To fulfill your requirements, pass this exam and Exam MS-101: Microsoft 365 Mobility and Security, and earn one of these five prerequisite certifications: Modern Desktop Administrator Associate, Security Administrator Associate, Messaging Administrator Associate, Teams Administrator Associate, or Identity and Access Administrator Associate. See full details at: microsoft.com/learn
Author: Santiago Munoz
Publisher: Microsoft Press
ISBN: 9780136798330
Category : Computers
Languages : en
Pages : 0
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Book Description
Prepare for Microsoft Exam AZ-204--and help demonstrate your real-world mastery of Microsoft Azure solutions development. Designed for working Azure developers, this Exam Ref focuses on the critical thinking and decision-making acumen needed for success at the Microsoft Certified Azure Developer Associate level. Focus on the expertise measured by these objectives: Develop for cloud storage Create Platform as a Service (PaaS) Solutions Secure cloud solutions Develop for an Azure cloud model Implement cloud integration solutions Develop Azure Cognitive Services, Bot, and IoT solutions Develop Azure Infrastructure as a Service compute solutions Develop Azure Platform as a Service compute solutions Develop for Azure storage Implement Azure security Monitor, troubleshoot, and optimize solutions Connect to and consume Azure services and third-party services This Microsoft Exam Ref: Organizes its coverage by exam objectives Features strategic, what-if scenarios to challenge you Assumes you want to show your ability to design and build diverse Microsoft Azure cloud solutions, and successfully participate in all phases of their development
Author: Benjamin Perkins
Publisher: John Wiley & Sons
ISBN: 1119885434
Category : Computers
Languages : en
Pages : 1077
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Book Description
Prepare for the Azure Data Engineering certification—and an exciting new career in analytics—with this must-have study aide In the MCA Microsoft Certified Associate Azure Data Engineer Study Guide: Exam DP-203, accomplished data engineer and tech educator Benjamin Perkins delivers a hands-on, practical guide to preparing for the challenging Azure Data Engineer certification and for a new career in an exciting and growing field of tech. In the book, you’ll explore all the objectives covered on the DP-203 exam while learning the job roles and responsibilities of a newly minted Azure data engineer. From integrating, transforming, and consolidating data from various structured and unstructured data systems into a structure that is suitable for building analytics solutions, you’ll get up to speed quickly and efficiently with Sybex’s easy-to-use study aids and tools. This Study Guide also offers: Career-ready advice for anyone hoping to ace their first data engineering job interview and excel in their first day in the field Indispensable tips and tricks to familiarize yourself with the DP-203 exam structure and help reduce test anxiety Complimentary access to Sybex’s expansive online study tools, accessible across multiple devices, and offering access to hundreds of bonus practice questions, electronic flashcards, and a searchable, digital glossary of key terms A one-of-a-kind study aid designed to help you get straight to the crucial material you need to succeed on the exam and on the job, the MCA Microsoft Certified Associate Azure Data Engineer Study Guide: Exam DP-203 belongs on the bookshelves of anyone hoping to increase their data analytics skills, advance their data engineering career with an in-demand certification, or hoping to make a career change into a popular new area of tech.
