├── edge-ai-engineering/
│   ├── introduction-to-edge-ai.md
│   ├── edge-ai-architectures.md
│   ├── model-optimization-techniques.md
│   ├── hardware-acceleration.md
│   ├── edge-deployment-strategies.md
│   ├── real-time-processing.md
│   ├── privacy-and-security.md
│   ├── edge-ai-frameworks.md
│   └── benchmarking-and-performance.md    
├── industry-blueprints/
│   ├── autonomous-systems/
│   │   ├── traffic-analysis-yolov8-tensorrt.md     
│   │   ├── drone-navigation-lite.md
│   │   ├── pedestrian-tracking-edgetpu.md
│   │   └── vehicle-defect-detection-openvino.md
│   ├── healthcare-medical-imaging/
│   │   ├── xray-classification-tflite.md            
│   │   ├── ultrasound-segmentation-ncnn.md
│   │   ├── mri-tumor-detection-onnx.md
│   │   └── remote-patient-monitoring-jetson.md
│   ├── retail-consumer-analytics/
│   │   ├── shelf-analytics-mmdetection.md
│   │   ├── checkout-automation.md
│   │   ├── customer-behavior-analysis-openvino.md
│   │   └── inventory-management-edge-tflite.md
│   ├── security-surveillance/
│   │   ├── perimeter-surveillance-yolo.md
│   │   ├── anomaly-detection-autoencoder.md
│   │   ├── facial-recognition-privacy-preserving.md
│   │   └── crowd-behavior-analysis-edge.md
│   ├── agriculture-precision-farming/
│   │   ├── crop-health-monitoring-multispectral.md
│   │   ├── yield-prediction-edge-ml.md
│   │   └── autonomous-harvesting-robotics.md
│   ├── manufacturing-quality-control/
│   │   ├── defect-detection-openvino.md             
│   │   ├── robotic-picking-ort.md
│   │   └── predictive-maintenance-edge-analytics.md
│   └── smart-cities-urban-planning/
│       ├── traffic-flow-optimization-edge.md
│       ├── waste-management-vision-ai.md
│       └── energy-grid-monitoring-federated.md
├── edge-optimization-lab/                         
│   ├── model-quantization/
│   │   ├── post-training-int8.md
│   │   └── qat-pytorch.md
│   ├── pruning-techniques/
│   │   ├── magnitude-pruning.md
│   │   └── lottery-ticket-hypothesis.md
│   ├── federated-learning/
│   │   ├── privacy-preserving-cv.md
│   │   └── distributed-training.md
│   ├── compiler-targets/
│   │   ├── tvm-tutorial.md
│   │   └── onnx-runtime-guide.md
│   └── hardware-specific-optimization/
│       ├── nvidia-jetson-optimization.md
│       ├── raspberry-pi-edge-ai.md
│       └── microcontroller-tinyml.md
├── production-pipelines/                           
│   ├── ci-cd-for-edge.md
│   ├── monitoring/
│   │   ├── drift-detection.md
│   │   └── edge-metrics-dashboard.md
│   ├── ota-updates.md
│   └── edge-security/
│       ├── secure-boot-implementation.md
│       ├── data-encryption-edge.md
│       ├── threat-detection/
│       │   ├── perimeter-surveillance.md
│       │   └── anomaly-detection.md
│       ├── privacy-preserving-cv/
│       │   ├── federated-learning-techniques.md
│       │   └── differential-privacy.md
│       ├── model-security/
│       │   └── adversarial-robustness.md
│       ├── edge-device-hardening/
│       │   ├── secure-deployment.md
│       │   └── secure-communication.md
│       └── industry-compliance/
│           ├── regulatory-standards.md
│           └── ethical-ai-guidelines.md
├── reference-architectures/
│   ├── industrial-camera-setups.md
│   ├── edge-server-specs.md
│   ├── iot-connectivity.md
│   └── edge-cloud-hybrid-models.md
└── _integration/
    ├── cs-notebook-redirects.md                   
    ├── companion-resources.md
    └── industry-specific-regulations.md