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AI Integration & Platform Optimization in Advanced Fabric

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AI Integration & Platform Optimization in Advanced Fabric

Dieser Kurs ist Teil von Spezialisierung „The Definitive Guide to Microsoft Fabric“

Dozent: Packt - Course Instructors

Bei enthalten

Mehr erfahren

6 Module

Verschaffen Sie sich einen Einblick in ein Thema und lernen Sie die Grundlagen.

Stufe Fortgeschritten

Empfohlene Erfahrung

7 Stunden zu vervollständigen

Flexibler Zeitplan

In Ihrem eigenen Lerntempo lernen

6 Module

Verschaffen Sie sich einen Einblick in ein Thema und lernen Sie die Grundlagen.

Stufe Fortgeschritten

Empfohlene Erfahrung

7 Stunden zu vervollständigen

Flexibler Zeitplan

In Ihrem eigenen Lerntempo lernen

Was Sie lernen werden

Integrate AI and machine learning to optimize Microsoft Fabric for better data management.
Apply architectural techniques and collaborative workflows for efficient platform operation.
Administer and secure Microsoft Fabric environments while optimizing operational costs.

Kompetenzen, die Sie erwerben

Kategorie: Computing Platforms
Kategorie: Capacity Management
Kategorie: Software Architecture
Kategorie: Information Systems Security
Kategorie: Data Governance
Kategorie: Machine Learning
Kategorie: Data Infrastructure
Kategorie: Data Management
Kategorie: AI Integrations
Kategorie: Data Architecture
Kategorie: Data Analysis
Kategorie: Database Architecture and Administration
Kategorie: Cloud Security
Kategorie: Data Security
Kategorie: Data Presentation
Kategorie: Systems Architecture
Kategorie: AI Enablement

Werkzeuge, die Sie lernen werden

Kategorie: Collaborative Software
Kategorie: Role-Based Access Control (RBAC)
Kategorie: Microsoft Azure

Wichtige Details

Zertifikat zur Vorlage

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Kürzlich aktualisiert!

Mai 2026

Bewertungen

6 Aufgaben

Unterrichtet in Englisch

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Dieser Kurs ist Teil der Spezialisierung Spezialisierung „The Definitive Guide to Microsoft Fabric“

Wenn Sie sich für diesen Kurs anmelden, werden Sie auch für diese Spezialisierung angemeldet.

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Gewinnen Sie ein Grundverständnis bestimmter Themen oder Tools
Erwerben Sie berufsrelevante Kompetenzen durch praktische Projekte
Erwerben Sie ein Berufszertifikat zur Vorlage

In diesem Kurs gibt es 6 Module

This course delves into the integration of AI and machine learning with Microsoft Fabric, providing a complete toolkit for data professionals looking to enhance their platform management capabilities. You will explore how AI can optimize data workflows, improve processing speed, and automate decision-making across the fabric environment. The course also focuses on advanced architectural considerations, ensuring that learners gain a deep understanding of how to structure and manage a scalable, high-performance platform.

As you progress, you will learn how to collaborate efficiently within data teams, leveraging Fabric's collaborative features to improve productivity and streamline workflows. The course goes beyond just data management—covering the vital aspects of securing your data platform, from data encryption to access controls and compliance measures. By mastering these techniques, you will ensure the safety and integrity of the platform’s data. In addition, the course teaches the essential skills for administering Microsoft Fabric environments, including configuration, monitoring, and troubleshooting. Learners will also gain expertise in optimizing platform costs through intelligent resource management and cost-saving strategies, ensuring that scalable operations are both effective and affordable. This course combines theoretical concepts with real-world applications, providing you with hands-on experience in implementing AI-driven solutions and managing a modern data platform. Whether you're working in data engineering, cloud architecture, or platform administration, this course is designed to equip you with the knowledge and skills necessary to lead innovative and sustainable projects in data platform management. This course is part three of a three-course Specialization designed to provide a comprehensive learning pathway in this subject area. While it delivers standalone value and practical skills, learners seeking a more integrated and in-depth progression may benefit from completing the full Specialization.

This module explores how artificial intelligence is integrated into Microsoft Fabric, enabling advanced analytics, automation, and machine learning within a unified data platform. Learners will discover how to leverage AI services, interact with large and small language models, utilize data agents, and implement machine learning workflows using tools like AutoML and Apache Spark. Practical examples and step-by-step guides will help you apply these capabilities to real-world data scenarios.

Das ist alles enthalten

1 Video16 Lektüren1 Aufgabe

1 VideoInsgesamt 1 Minute

Overview1 Minute

16 LektürenInsgesamt 99 Minuten

Introduction6 Minuten
The Impact of AI on Data Platforms5 Minuten
Understanding AI Services in Microsoft Fabric11 Minuten
Microsoft Fabric and Generative AI6 Minuten
Using an LLM in Microsoft Fabric via an External Call8 Minuten
Using an SLM in Microsoft Fabric5 Minuten
Getting Started with Retrieval Augmented Generation (RAG)7 Minuten
Getting Started with Fabric SQL Database5 Minuten
Getting Started with User Data Functions (UDFs)4 Minuten
Microsoft Fabric and Data Agents5 Minuten
Creating Your First Data Agent10 Minuten
MCP Support for Real-Time Intelligence (RTI)5 Minuten
Creating Your Machine Learning Experiences6 Minuten
Training Machine Learning Models7 Minuten
Getting Started with AutoML in Microsoft Fabric4 Minuten
Implementation Example5 Minuten

1 AufgabeInsgesamt 16 Minuten

AI Capabilities in Microsoft Fabric16 Minuten

This module explores effective collaboration strategies within Microsoft Fabric, focusing on source code control, environment and branch management, deployment processes, and sharing analytical assets. Learners will gain practical skills for managing teamwork, permissions, and collaborative workflows in enterprise analytics projects.

Das ist alles enthalten

1 Video9 Lektüren1 Aufgabe

1 VideoInsgesamt 1 Minute

Overview1 Minute

9 LektürenInsgesamt 54 Minuten

Introduction6 Minuten
Source Code Control6 Minuten
Dataflow Gen25 Minuten
Environments and Branch Management6 Minuten
Deployment5 Minuten
Settings and Deployment Rules5 Minuten
Sharing Your Analyses and Collaborating with Others7 Minuten
What Do We Share?8 Minuten
Other Ways to Collaborate6 Minuten

1 AufgabeInsgesamt 16 Minuten

Teamwork and Collaboration in Data Projects16 Minuten

This module explores the foundational architecture of modern data platforms using Microsoft Fabric as a case study. Learners will examine key architectural components, understand data mesh principles, and discover how to benchmark and extend data solutions using industry standards and partner tools.

Das ist alles enthalten

1 Video8 Lektüren1 Aufgabe

1 VideoInsgesamt 1 Minute

Overview1 Minute

8 LektürenInsgesamt 47 Minuten

Introduction4 Minuten
The Concept of Architecture Around Microsoft Fabric6 Minuten
The Data Hub Around OneLake4 Minuten
Microsoft Fabric and the Data Mesh6 Minuten
Introduction to Microsoft Fabric Extensibility Toolkit6 Minuten
The Partner Community6 Minuten
What Are TPC and TPC-H 3.0.1?6 Minuten
Data Generation with TPCH and dbgen9 Minuten

1 AufgabeInsgesamt 16 Minuten

Data Architecture and Governance Fundamentals16 Minuten

This module explores the essential strategies and tools for securing data within Microsoft Fabric, including authentication, network security, multi-layered controls, and permission management. Learners will gain practical knowledge of how to protect data, manage access, and ensure compliance across various workloads and collaborative environments. The module also addresses responsible use of AI features and monitoring for ongoing data protection.

Das ist alles enthalten

1 Video12 Lektüren1 Aufgabe

1 VideoInsgesamt 1 Minute

Overview1 Minute

12 LektürenInsgesamt 67 Minuten

Introduction4 Minuten
Authentication4 Minuten
Inbound Network Security11 Minuten
Multi-layer Security4 Minuten
OneLake5 Minuten
Capacity6 Minuten
Workspace6 Minuten
Security by Workload6 Minuten
GraphQL4 Minuten
Sharing and Permission Management5 Minuten
Monitoring6 Minuten
Responsible Use of Copilot AI6 Minuten

1 AufgabeInsgesamt 16 Minuten

Securing Data in Modern Platforms16 Minuten

This module explores the essential administrative roles and responsibilities required to effectively manage Microsoft Fabric within an organization. Learners will gain insights into planning for capacity and workspace administration, ensuring secure and efficient operation of the platform. Practical strategies for resource allocation and user management are also covered.

Das ist alles enthalten

1 Video4 Lektüren1 Aufgabe

This module explores the key drivers of platform costs in Microsoft Fabric, including compute models, billing features, and scalability options. Learners will gain practical skills in monitoring, optimizing, and allocating costs using built-in tools and applications. By the end, you'll be equipped to make informed decisions about resource management and cost control in Fabric environments.

Das ist alles enthalten

1 Video10 Lektüren1 Aufgabe

1 VideoInsgesamt 1 Minute

Overview1 Minute

10 LektürenInsgesamt 54 Minuten

Introduction6 Minuten
Understanding the Fabric Business Model5 Minuten
What Is Smoothing?4 Minuten
What Is Throttling?5 Minuten
Understanding the Scalability of a Fabric Capacity6 Minuten
Autoscale Billing for Spark in Microsoft Fabric4 Minuten
The Fabric Capacity Metrics Application6 Minuten
The Fabric Chargeback Reporting Application6 Minuten
Administrator Profile7 Minuten
Microsoft Fabric SKU Estimator5 Minuten

1 AufgabeInsgesamt 16 Minuten

Mastering Platform Cost Efficiency16 Minuten

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Dozent

Packt - Course Instructors

Packt

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Häufig gestellte Fragen

Yes, you can preview the first video and view the syllabus before you enroll. You must purchase the course to access content not included in the preview.

If you decide to enroll in the course before the session start date, you will have access to all of the lecture videos and readings for the course. You’ll be able to submit assignments once the session starts.

Once you enroll and your session begins, you will have access to all videos and other resources, including reading items and the course discussion forum. You’ll be able to view and submit practice assessments, and complete required graded assignments to earn a grade and a Course Certificate.