Cursusaanbod

Overview of AI in Defense Applications

  • Autonomous systems, UAVs, and real-time surveillance
  • AI use cases in defense: navigation, tracking, reconnaissance
  • Overview of AI model adaptation in mission-critical environments

Preparing Data for Fine-Tuning

  • Working with sensor data: lidar, radar, thermal, and video feeds
  • Labeling strategies for object detection and target recognition
  • Data augmentation and anonymization in military contexts

Fine-Tuning AI Models for Perception and Control

  • Vision models for real-time object detection and segmentation
  • Fusion models for combining multi-sensor inputs
  • Policy tuning for autonomous navigation and obstacle avoidance

Security, Safety, and Redundancy in AI Models

  • Building resilient models with adversarial defense techniques
  • Fail-safe design and anomaly detection during inference
  • Securing model pipelines against tampering and spoofing

Testing and Simulation in Defense Environments

  • Using synthetic data and digital twins for validation
  • Stress testing under adversarial and extreme conditions
  • Sim-to-real transfer in operational simulations

Compliance and Defense Standards

  • AI assurance frameworks for defense deployments
  • Security and ethics in autonomous defense applications
  • Documenting compliance with operational and legal mandates

Deployment and Monitoring in the Field

  • On-device inference and edge AI optimization
  • Telemetry, feedback loops, and continual model updates
  • Case studies from real-world defense AI systems

Summary and Next Steps

Vereisten

  • An understanding of deep learning and computer vision architectures
  • Experience with AI model training and evaluation using frameworks like TensorFlow or PyTorch
  • Knowledge of defense-grade system requirements and security protocols

Audience

  • Defense AI engineers
  • Military tech developers
  • Autonomous systems and surveillance platform architects
 14 Uren

Leveringsopties

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  • Pre-cursusgesprek met uw trainer
  • Aanpassing van de leerervaring om uw doelen te bereiken -
    • Op maat gemaakte overzichten
    • Praktische, praktische oefeningen met gegevens / scenario's die herkenbaar zijn voor de cursisten
  • Training gepland op een datum naar keuze
  • Gegeven online, op locatie/klaslokaal of hybride door experts die ervaring uit de echte wereld delen

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