Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshop Training Course | CourseMonster
- CMDBID 1172
- Course Code MDP604
- Duration 1 Days
Microsoft Big Data Course
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Overview
Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshopis a practical training course for teams that need structured, instructor-led skills in Implementing, Data Science, Machine Learning Solution. CourseMonster has rewritten this summary to make the page clearer for learners, managers and search engines while preserving the key learning outcomes.
Explore the data science process and learn how to train machine learning models to accomplish artificial intelligence in Microsoft Fabric.
. Explore more Microsoft traininghereUseful links: Microsoft Learn training | Data and Analytics training at CourseMonster | CourseMonster course page
CourseMonster SEO course note: Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshop Training Course | CourseMonster has been positioned as a practical Microsoft learning pathway for teams that need searchable, role-based training outcomes rather than a generic course description. The page now highlights Implementing, Data, Science, Machine, Learning, certification readiness, workplace application and visible next-step links so learners can compare this course with related CourseMonster programmes.The course is listed as 1 day(s), making it suitable for structured team scheduling.It is especially relevant for it professionals, system administrators, developers, analysts, architects and technical specialists responsible for implementing or supporting the technology covered in this course.
Related CourseMonster courses: Analyzing Data with Power BI | AZ-104 Microsoft Azure Administrator | Microsoft 365 Mobility and Security MS-101T00-A Training Course | CourseMonster
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Audience
Skills Gained
Useful links: Microsoft Learn training | Data and Analytics training at CourseMonster | CourseMonster course page
Additional workplace outcomes: Participants can explain where Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshop Training Course | CourseMonster fits in a wider Microsoft skills roadmap, identify related certifications or follow-on courses, and apply the concepts to real project, operations or service delivery scenarios.
Prerequisites
Prerequisites
- No formal prerequisites are required unless specified by the vendor for Implementing a Data Science and Machine Learning Solution for AI with Microsoft Fabric - Applied Skills Workshop
- A basic understanding of the relevant business, technology or project environment is recommended
- Review the official vendor guidance before booking an exam or certification assessment
Outline
Module 1: Get started with data science in Microsoft Fabric
In Microsoft Fabric, data scientists can manage data, notebooks, experiments, and models while easily accessing data from across the organization and collaborating with their fellow data professionals.
- Introduction
- Understand the data science process
- Explore and process data with Microsoft Fabric
- Train and score models with Microsoft Fabric
- Exercise - Explore data science in Microsoft Fabric
- Knowledge check
- Summary
Module 2: Explore data for data science with notebooks in Microsoft Fabric
Microsoft Fabric notebooks serve as a comprehensive tool for data exploration, enabling users to uncover hidden patterns and relationships in their datasets.
- Introduction
- Explore notebooks
- Load data for exploration
- Understand data distribution
- Check for missing data in notebooks
- Apply advanced data exploration techniques
- Visualize charts in notebooks
- Exercise: Use notebook for data exploration in Microsoft Fabric
- Knowledge check
- Summary
Module 3: Preprocess data with Data Wrangler in Microsoft Fabric
Data Wrangler serves as a comprehensive tool for preprocessing data. It enables users to clean data, handle missing values, and transform features to build machine learning models.
- Introduction
- Understand Data Wrangler
- Perform data exploration
- Handle missing data
- Transform data with operators
- Exercise: Preprocess data with Data Wrangler in Microsoft Fabric
- Knowledge check
- Summary
Module 4: Train and track machine learning models with MLflow in Microsoft Fabric
In Microsoft Fabric, data scientists can train models in notebooks, track their work in experiments, and manage their models with MLflow.
- Introduction
- Understand how to train machine learning models
- Train and track models with MLflow and experiments
- Manage models in Microsoft Fabric
- Exercise - Train and track a model in Microsoft Fabric
- Knowledge check
- Summary
Module 5: Generate batch predictions using a deployed model in Microsoft Fabric
Save and use your machine learning models in Microsoft Fabric to generate batch predictions and enrich your data.
- Introduction
- Customize the model's behavior for batch scoring
- Prepare data before generating predictions
- Generate and save predictions to a Delta table
- Exercise - Generate and save batch predictions
- Knowledge check
- Summary
Useful links: Microsoft Learn training | Data and Analytics training at CourseMonster | CourseMonster course page
Suggested learning path: After this course, compare related options via the links in the overview and the Microsoft training category.
Certification
Please note:Your applied skills assessment practical lab can be sat at any time of your choosing directly via the MSLearn website here.
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