E-Learning Course V4.0 ASPICE – Machine Learning Engineering Process Group
Content
V4.0 ASPICE – Introducing Machine Learning (35 min)
- V4.0 Machine Learning (MLE) Characteristics
- V4.0 Machine Learning Connections
Machine Learning Requirements Analysis (MLE.1) (55 min)
- MLE.1 Purpose and Outcomes
- MLE.1 Base Practices and Output Information Items
- MLE.1 Output Information Items – Connections and Details
Machine Learning Architecture (MLE.2) (50 min)
- MLE.2 Purpose and Outcomes
- MLE.2 Base Practices and Output Information Items
- MLE.2 Output Information Items – Connections and Details
Machine Learning Training (MLE.3) (50 min)
- MLE.3 Purpose and Outcomes
- MLE.3 Base Practices and Output Information Items
- MLE.3 Output Information Items – Connections and Details
Machine Learning Model Testing (MLE.4) (55 min)
- MLE.4 Purpose and Outcomes
- MLE.4 Base Practices and Output Information Items
- MLE.4 Output Information Items – Connections and Details
Target
This e-learning provides a comprehensive introduction to the ASPICE V4.0 Machine Learning Engineering (MLE) Process Group, focusing on how machine learning processes integrate into the ASPICE framework. You’ll learn about the characteristics and connections of MLE within automotive software development and gain a solid understanding of each key process:
MLE.1 Requirements Analysis — understanding purpose, outcomes, and essential base practices for defining and managing ML requirements.
MLE.2 Architecture — exploring how to structure ML systems, identify crucial output information items, and ensure traceability.
MLE.3 Training — learning the foundational steps for developing and refining ML models through systematic, process-driven training.
MLE.4 Model Testing — examining how to validate, evaluate, and ensure the reliability of ML models within the ASPICE framework.
By the end of this course, you will have a clear understanding of how ASPICE V4.0 addresses machine learning processes, from requirements to testing, ensuring quality and compliance in AI-driven automotive systems.
Trailer
Insights
Inhalt des Kurses
What is the Machine Learning Engineering Process Group?
The engineering process group MLE was introduced with ASPICE 4.0. It consists of 4 processes MLE.1 Machine Learning Requirements Analysis, MLE.2 Machine Learning Architecture, MLE.3 Machine Learning Training and MLE.4 Machine Learning Model Testing.
The Machine Learning Engineering Process Group has a strong link to the process SUP.11 Machine Learning Data Management which was introduced newly as well.
Why is the Machine Learning Engineering Process Group Needed?
Within ASPICE, the Management Process Group describes the management tasks that are typically also performed in non-automotive system and software projects. For successful development of systems, software, hardware, and machine learning you simply need project management. Risk management is also essential for identifying risks in time, to manage them and to perform risk treatment and mitigation. In addition, one should always have a good understanding of the performance of the own project and applied processes.
How is the Management Process Group Related to Embedded Systems?
In the process of developing Embedded Systems, it becomes essential for diverse domains to collaborate seamlessly. Embedded software goes beyond the traditional perception of a mere series of lines of code running on a computer; it takes on a more central role by controlling and dictating the behavior of an entire system. And of course, the embedded hardware and the connected systems also have there share of functions and functional dependencies.
As Automotive SPICE addresses the development of embedded systems in automotive projects the overall system which is controlled is a vehicle such as a passenger car. The processes in the ASPICE Management Process Group have the task to manage the development of embedded systems which will become part of electric vehicles.
What Can You Learn About ASPICE in the Embedded Academy E-Learning on Machine Learning?
The course “V4.0 ASPICE – Management” currently covers e-learning units for the first two of the three processes within the Management Process Group.
The first e-learning is teaching you about the Project Management Process MAN.3. After completing this e-learning, engineers will understand the ASPICE project management requirements.
The second e-learning teaches the Risk Management Process MAN.5 which involves identifying, analyzing, treating, and monitoring process related risks as well as product related risks.
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