DP-604: Implement Data Science and Machine Learning Solution with Microsoft Fabric
Learn new skills and discover the power of Microsoft Azure with step-by-step guidance.
Machine learning skills
Hands-On Learning
Data Engineering Skills
Instructor-led
Official Courseware
Flexible Schedule
Guaranteed To Run
The Implement a Lakehouse with Microsoft Fabric learning path teaches learners how to build and manage a modern data lakehouse architecture using Microsoft Fabric, a unified analytics platform. You’ll explore how lakehouses combine the flexibility of data lakes with the performance of data warehouses to support advanced analytics and reporting. The course covers foundational concepts, data ingestion with Dataflows and pipelines, using Apache Spark for large-scale processing, working with Delta Lake tables, and organizing data using medallion architecture design. By the end, you will have the skills to implement scalable, optimized lakehouses that power data analytics and insights.
Course : DP-604: Implement Data Science and Machine Learning Solution with Microsoft Fabric
Level : Beginner
Type : Instructor led Live online or Classroom
Length : 1 day
Labs : Included
Practice Test : Included
Data scientists building predictive models
Data analysts expanding into machine learning workflows
Junior data engineers supporting ML solutions
Professionals using notebooks for data analysis
Learners seeking Microsoft Fabric expertise
Cloud data professionals expanding AI capabilities
Anyone pursuing data science career advancement
Basic understanding of data concepts and general familiarity with analytics terminology is recommended.
Understand data science workflows in Microsoft Fabric
Explore and analyze data using Fabric notebooks
Prepare and clean data with Data Wrangler
Train machine learning models using notebooks
Track experiments with MLflow effectively
Manage machine learning models and artifacts
Deploy trained models within Fabric environment
Generate batch predictions at scale
Apply end-to-end machine learning solution steps
Collaborate across data science and analytics teams
Not Applicable
Instructor-led Virtual online live Training.
Weekend Classes
Evening Classes
Weekdays Classes
Course Outline
Module 1: Explore data for data science with notebooks in Microsoft Fabric
Understand the data science process
Explore and process data with Microsoft Fabric
Train and score models with Microsoft Fabric
Module 2: Explore data for data science with notebooks in Microsoft Fabric
Explore notebooks
Load data for exploration
Understand data distribution
Check for missing data in notebooks
Apply advanced data exploration techniques
Visualize charts in notebooks
Module 3: Preprocess data with Data Wrangler in Microsoft Fabric
Understand Data Wrangler
Perform data exploration
Handle missing data
Transform data with operators
Module 4: Train and track machine learning models with MLflow in Microsoft Fabric
Understand how to train machine learning models
Train and track models with MLflow and experiments
Manage models in Microsoft Fabric
Module 5: Generate batch predictions using a deployed model in Microsoft Fabric
Customize the model's behavior for batch scoring
Prepare data before generating predictions
Generate and save predictions to a Delta table
Best Value offer
Official Courseware
Instructor-led live online / Classroom
Flexible Schedule
Course Completion Certification
US$ 650
Our upcoming class schedule is currently being finalized.
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Some courses may require basic knowledge of IT infrastructure. Check the specific course details for prerequisites.
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