Data Management Learning Path

About this curriculum

In this collection of notebooks we will introduce and guide you through the major concepts of data management. The back end of our data management framework is based on the ASAM ODS - such that you’ll learn data management skills using an established standard. Even though ASAM ODS has its origins in the automotive industry, it can also be used in other industries such as aviation, white goods or land machineries - to only name a few.

• In the first chapter we explain how to work with an ASAM ODS server in general.

• In the second chapter we explain how to work with openMDM is an extendable open source framework on top of the ASAM ODS standard.

• In the third chapter we address how to work with legacy data and ASAM ODS servers by using EXD-API Plugins.

Course outline

Work with ASAM ODS

• Overview
• Explore the ASAM ODS Data Model
• Query ASAM ODS Server
• Load Measurement Data (Time Series)
• Analyzing Electric Motor Temperatures
• JAQueL Query Language
• Work with Power BI
• ASAM ODS Playground
• Initialize and connect

Work with openMDM

• Overview
• Query openMDM Server
• Load openMDM Measurement Data (Time Series)

Work with EXD-API Plugins

• Overview
• Developing ASAM ODS EXD-API Plugins
• Test ASAM ODS EXD-API Plugins
• ASAM ODS EXD-API MDF4 plugin (external)

Work with Apache Spark

• Overview
• Spark SQL and DataFrames for Peak ODS Server
• ASAM ODS Big Data Connector

Course materials

You can find all Notebooks and examples in our GitHub repository: peak-solution/data_management_learning_path

License

Copyright © 2024 Peak Solution GmbH

The training material in this repository is licensed under a Creative Commons BY-NC-SA 4.0 license. See LICENSE file for more information.