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Course Outline

Introduction to Edge AI and Embedded Systems

  • Defining Edge AI: Key use cases and operational constraints
  • Edge hardware platforms and associated software stacks
  • Security challenges within embedded and decentralized environments

Threat Landscape for Edge AI

  • Risks related to physical access and hardware tampering
  • Adversarial examples and methods of model manipulation
  • Threats involving data leakage and model inversion

Securing the Model

  • Model hardening and quantization approaches
  • Techniques for watermarking and fingerprinting models
  • Strategies for defensive distillation and pruning

Encrypted Inference and Secure Execution

  • Trusted execution environments (TEEs) for AI workloads
  • Secure enclaves and the principles of confidential computing
  • Encrypted inference leveraging homomorphic encryption or SMPC

Tamper Detection and Device-Level Controls

  • Implementing secure boot and firmware integrity checks
  • Sensor validation and anomaly detection mechanisms
  • Remote attestation and device health monitoring practices

Edge-to-Cloud Security Integration

  • Securing data transmission and managing cryptographic keys
  • End-to-end encryption and protection across the data lifecycle
  • Cloud AI orchestration considering edge security constraints

Best Practices and Risk Mitigation Strategy

  • Threat modeling tailored for edge AI systems
  • Security design principles for embedded intelligence
  • Incident response protocols and firmware update management

Summary and Next Steps

Requirements

  • Familiarity with embedded systems or edge AI deployment contexts
  • Proficiency in Python and ML frameworks (e.g., TensorFlow Lite, PyTorch Mobile)
  • Basic knowledge of cybersecurity principles or IoT threat models

Target Audience

  • Embedded AI developers
  • IoT security specialists
  • Engineers implementing ML models on edge or constrained devices
 14 Hours

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