As data scientists with backgrounds in machine learning and MLOps across various platforms, we discovered Microsoft Fabric and were intrigued by its potential to meet and enhance our needs. In this presentation, we want to take you on a journey through Data Science and Machine Learning in Fabric, showcasing why it’s such a powerful combination. We’ll highlight how quickly and effortlessly you can set up a machine learning pipeline using Microsoft Fabric’s features, with a special focus on the Semantic Link functionality.
This feature is especially valuable for small to medium-sized businesses (SMBs) that might not have the resources for a complex data warehouse. Many SMBs perform data transformations and joins within the Power BI semantic model because they lack a full medallion architecture. Semantic Link allows these models to be moved into Delta tables in Fabric for advanced AI processing, providing significant benefits without the need for a comprehensive data warehouse.
During our session, we will demonstrate how Semantic Link in Microsoft Fabric synchronizes a Power BI semantic model—integrating data from multiple on-premises and cloud sources—into Delta tables in Fabric.
We will then show how to use SynapseML to apply GPT-4 to text data within the semantic model, illustrating how Fabric’s integration with OpenAI services enables powerful text analysis and insights directly within your data framework.
Next, we’ll explore using the AutoML tool FLAML for regression and classification tasks. We’ll highlight how FLAML automates machine learning processes, making them accessible to teams without extensive ML expertise.
Finally, we’ll demonstrate how to return the predictions of the machine learning models back into the Power BI semantic model for real-time updates and enhanced analytics in your reports. This seamless loop—from data ingestion, through advanced processing, back to actionable insights in Power BI—showcases Microsoft Fabric’s practical and transformative capabilities for SMBs and larger enterprises alike.
Join us to see how transitioning to Microsoft Fabric can simplify your MLOps practices and elevate your data science projects. Our session will provide valuable insights into using Semantic Link and other powerful features of Microsoft Fabric for efficient and impactful machine learning workflows.
