intellcert Academy · Drone Technology and Unmanned Aviation
AI and Autonomous Functions in Drone Systems: Development, Validation and Limitations
Distinguishing automated and autonomous UAS functions · AI use cases: perception, object detection, mission support and inspection · Data collection, labelling, data quality and suitability of training data
Overview
Course contents
Our professional training courses are designed for professionals, specialists, and experts who wish to expand their knowledge in a targeted way.
Contents
- Distinguishing automated and autonomous UAS functions
- AI use cases: perception, object detection, mission support and inspection
- Data collection, labelling, data quality and suitability of training data
- Model evaluation, error rates and limitations outside trained operating conditions
- Interaction between AI, conventional flight control and human oversight
- Simulation, test scenarios and validation of AI-supported functions
- Safety, cybersecurity and regulatory context, including the EU AI Act as applicable to the use case
- Case exercise: develop requirements and validation criteria for an AI-supported UAS function
Learning objectives
- Identify suitable AI use cases and their operating limitations
- Describe requirements for training and test data
- Derive evaluation criteria for an AI-supported function
- Account for human oversight and safe fallback concepts
- Structure a risk-based validation approach for an example
Target audience
- AI and software developers
- Systems engineers and technical product managers
- Professionals responsible for autonomous functions and AI-supported UAS applications
Prerequisites
- Basic knowledge of UAS and AI or software development is required.
- Experience with data analysis or testing is helpful.
- Programming experience is not required for the conceptual case exercises.
Certification requirement
Without certification option
Delivery format: Online. For on-site or in-house training, please send us a request via our contact form. We will get in touch with you shortly thereafter.
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