Deep learning intrusion detection for IIoT/local-cloud telemetry using a Transformer-based tabular model, controlled experiments, ablations, ensembles, and risk-aware evaluation (AIF360 + NIST-aligned checks).
Open Finnish training material on the EU Cyber Resilience Act (CRA), IEC 62443 industrial cybersecurity standards, and Software Bill of Materials (SBOM) for OT and IIoT systems. Practical examples, exercises, and tools (Syft, Grype) for engineers preparing for CRA compliance.
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