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

Who should take this course
  • 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

Prerequisites
  • Basic understanding of data concepts and general familiarity with analytics terminology is recommended.

What you'll learn
  • 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

Certificate
  • Not Applicable

Training Mode

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

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Our upcoming class schedule is currently being finalized.

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4 days

Advanced

5 days

Intermediate

4 days

Advanced

What are the prerequisites for the training?

Some courses may require basic knowledge of IT infrastructure. Check the specific course details for prerequisites.

Can I start even if I am new to Cloud computing?

Yes, our expert instructor will help you from scratch, the course is designed in a way that you will get understanding of Cloud.

Can I get support after course?

Sure, we would happy to assist you. Please direct your queries to info@infoventure.com

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