Modern Analytics Academy - Hands-on

In the hands-on section, we’ll look at tutorials, labs, and hacks.

Fabric Specific Labs & Workshops

Lab Name	Time	Content
Real-time Analytics Lab	4 hours	Lab
Real-time Analytics Hack	8 hours	(coming soon) Lab

Our real-time analytics lab and hack will walk through a scenario of ingesting real-time data, storing it in a KQL database, develop reporting from the real time data, configure data activator for observability/alerting, and transform the data into a data warehouse from real-time data.

Progressive Fabric labs:

Lab Name	Time	Content
Lab 01-Configure a Lakehouse, ingesting sample data and building report	1 hour	Lab
Lab 02-Analyzing data with Apache Spark	2 hours	Lab
Lab 03-Using delta tables in Apache Spark	1 hour	Lab
Lab 04-Ingesting data with a pipeline	1 hour	Lab
Lab 05-Creating and using a Dataflow (Gen2) in Microsoft Fabric	30 minutes	Lab
Lab 06- Building a data warehouse in Microsoft Fabric (8 part series)	2 hours	Lab
Lab 07- Training and tracking a model in Microsoft Fabric	30 minutes	Lab
Lab 08- Data science end-to-end scenario: Introduction and Architecture (5 part series)	2 hours	Lab
Lab 09- Training and evaluating a time series forecasting model in Microsoft Fabric	1 hour	Lab
Lab 10- Create, evaluate, and deploy a fraud detection model in Microsoft Fabric	1 hour	Lab
Lab 11- Exploring Synapse Real-Time Analytics in Microsoft Fabric	1 hour	Lab

Synapse Labs

Lab Name	Time	Content
Azure Synapse Analytics and AI	8 hours	Lab
Analytics In a Day - Synapse	4 hours	Lab
Simplifying data flows with Azure Data Factory	8 hours	Lab
Modern Data Warehouse with Azure Synapse Analytics, Azure Databricks, Azure Data Factory, and Power BI	4 hours	Lab
Microsoft Purview	8 hours	Lab
Data Lakehouse Workshop	8 hours	Lab

Contributions

We welcome contributors to this project. Please use the GitHub links near the upper right and consider submitting pull requests or filing issues as needed.