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所在平台: Udemy |
课程主页: https://www.udemy.com/course/microsoft-azure-dp-700-fabric-data-engineer/
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课程名称：DP-700 Fabric Data Engineer Associate with 10 Practise Test 课程概述： 在这个全面的实践课程中，您将掌握Microsoft Fabric和Azure数据工程，成为一名微软认证的Fabric数据工程师。课程旨在帮助有志于成为Azure数据工程师的人，通过DP-700认证考试的准备，提升您的数据工程技能。您将获得数据工程、数据转换、实时分析和机器学习等领域的实际经验和理论知识。 Microsoft Fabric简介： Microsoft Fabric是一个统一的云平台，能够无缝集成数据摄取、转换、存储和分析。在本课程中，您将熟悉Microsoft Fabric的基本组成部分，包括OneLake、Dataflows、Pipelines、Notebooks、Spark、KQL、Power BI和实时数据处理。 课程内容： 1. Microsoft Fabric简介：学习Microsoft Fabric的架构和组件，以及它如何简化数据工作流程并统一云服务。 2. 数据摄取与处理：利用OneLake、数据管道和基于Spark的笔记本高效摄取和处理数据。 3. 数据转换：使用Dataflows、SQL和PySpark学习ETL/ELT工作流，实现无缝数据转换。 4. 实时分析：处理事件流和KQL，以实现实时分析，并根据实时见解进行决策。 5. 数据安全与治理：实施RBAC、数据策略，并与Microsoft Purview集成以确保数据安全与合规。 6. 机器学习与AI集成：学习如何在Fabric中集成Azure AI和机器学习工具，构建预测模型。 7. 数据可视化与报告：掌握Power BI仪表板进行直观的数据报告和可视化。 8. Fabric管理：学习如何管理工作区、优化性能并排查常见问题。 9. 考试准备：提供全面的考试准备，包括实践问题、真实案例研究和动手实验，助您通过DP-700认证考试。 适合人群： - 希望在 Microsoft Fabric 中获得专业知识的数据工程师和云工程师。 - 想提升数据转换和可视化技能的商业智能分析师和数据分析师。 - 寻求在Azure云环境中管理大规模数据的数据库管理员。 - 有兴趣利用Microsoft Fabric进行机器学习模型训练和部署的AI/ML工程师。 - 想要在实际的云架构中实施Microsoft Fabric的IT专业人士和Azure架构师。 - 准备DP-700认证考试的有志微软认证专业人员。 课程先决条件： - 对数据概念、SQL和云计算的基本了解。 - 熟悉Azure服务（如Synapse、Data Factory、Power BI）者优先，但不是必需的。 - 具有Microsoft Azure和Power BI账户以便进行实践。 为什么选择本课程： 本课程是您掌握Microsoft Fabric、成为认证Azure数据工程师的全方位指南。通过引人入胜的实践实验、真实案例和全面的练习考试，让您自信地通过DP-700考试。完成课程后，您将能够构建和管理可扩展的数据解决方案、执行实时分析并在Microsoft Azure生态系统中实施机器学习模型。 立即加入课程，迈向成为微软认证Fabric数据工程师的第一步！提升您的职业生涯，增强简历的竞争力。
Become a Microsoft Certified Fabric Data Engineer: Master Microsoft Fabric & Azure Data EngineeringAre you ready to take your data engineering skills to the next level with Microsoft Fabric? This comprehensive, hands-on course is designed for aspiring Azure Data Engineers and those looking to master Microsoft Fabric while preparing for the DP-700: Fabric Data Engineer certification. With this course, you'll gain the practical experience and theoretical knowledge needed to excel in data engineering, data transformation, real-time analytics, and machine learning-all within Microsoft Fabric.What is Microsoft Fabric?Microsoft Fabric is a unified cloud platform that seamlessly integrates data ingestion, transformation, storage, and analytics. In this course, we will help you become proficient in the essential components of Microsoft Fabric, including OneLake, Dataflows, Pipelines, Notebooks, Spark, KQL, Power BI, and real-time data processing.What You'll Learn in This Course:Introduction to Microsoft Fabric:Overview of Microsoft Fabric's architecture, components, and integration with Azure.Understand how Fabric simplifies data workflows and unifies cloud services.Data Ingestion & Processing:Work with OneLake, Data Pipelines, and Spark-based Notebooks to ingest and process data efficiently.Master how to create and monitor data pipelines.Data Transformation:Learn ETL/ELT workflows using Dataflows, SQL, and PySpark for seamless data transformation.Understand how to transform and clean data for advanced analytics.Real-Time Analytics:Process streaming data with Event Streams and KQL to enable real-time analytics.Learn how to handle real-time data feeds and make decisions based on live insights.Data Security & Governance:Implement RBAC, data policies, and integrate with Microsoft Purview for data security and compliance.Understand how to govern data across the organization.Machine Learning & AI Integration:Learn to integrate Azure AI and Machine Learning tools with Fabric to build predictive models.Explore how to train models directly within Microsoft Fabric.Data Visualization & Reporting:Master Power BI Dashboards for intuitive data reporting and visualization.Learn both Direct Lake and Import Modes for effective data presentation.Fabric Administration:Get hands-on with managing workspaces, optimizing performance, and troubleshooting common issues.Learn about workspace settings, data management, and troubleshooting best practices.Exam Preparation:Comprehensive exam preparation with practice questions, real-world case studies, and hands-on labs.Equip yourself for the DP-700: Microsoft Certified Fabric Data Engineer certification exam.Who Should Take This Course?Data Engineers & Cloud Engineers looking to gain expertise in Microsoft Fabric for enterprise-scale data solutions.Business Intelligence Analysts and Data Analysts who want to enhance their skills in data transformation and visualization using Power BI and other tools.Database Administrators (DBAs) seeking to manage large-scale data in Azure cloud environments.AI/ML Engineers interested in leveraging Microsoft Fabric for training and deploying machine learning models.IT Professionals & Azure Architects looking to implement Microsoft Fabric in real-world cloud-based architectures.Aspiring Microsoft Certified Professionals preparing for the DP-700 certification exam.Prerequisites:Basic understanding of data concepts, SQL, and cloud computing.Familiarity with Azure services (e.g., Synapse, Data Factory, Power BI) is helpful but not required.A Microsoft Azure & Power BI account for hands-on practice.Course Content Overview:Data Ingestion & Transformation with PySpark: Learn how to load, save, and manipulate data using PySpark and SQL in notebooks.Dataframe Manipulation: Filter, aggregate, and sort dataframes while handling missing data.Lakehouse & Data Warehouse Management: Learn how to transform and optimize data in a lakehouse or data warehouse.Eventhouse & KQL: Process streaming data and use KQL to filter, aggregate, and transform data.Optimizing Notebooks and Automation: Improve notebook performance, automate workflows, and manage data partitioning.Streaming Data & KQL Knowledge for DP-600 Exam: Revise KQL concepts and integrate them into your streaming data pipeline.Bonus Section:Learn the best practices for transforming, merging, and cleaning data across various data platforms to ensure scalability and performance.Why Take This Course? This course is your all-in-one guide to mastering Microsoft Fabric and becoming a Certified Azure Data Engineer. You'll learn through engaging hands-on labs, real-world case studies, and comprehensive practice exams that are specifically tailored to help you pass the DP-700 exam with confidence. Upon completion, you'll be equipped to build and manage scalable data solutions, perform real-time analytics, and implement machine learning models-all within the Microsoft Azure ecosystem.Take Your First Step Towards Certification!Join the course now and get ready to become a Microsoft Certified: Fabric Data Engineer Associate. Boost your career and make your resume stand out with this highly regarded certification.
