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Define data structure clearly
Specify JSON format, CSV columns, or data schemas
Mention specific libraries
PyTorch, TensorFlow, Scikit-learn for targeted solutions
Clarify theory vs. production
Specify if you need concepts or deployment-ready code
Implement real-time detection with YOLO. Setup: 1. Choose YOLO version (v8, v9, v10). 2. Pre-trained COCO weights. 3. Inference on images/video. 4. Bounding box detection. 5. Class confidence scores. 6. Non-max suppression. 7. Custom dataset training. 8. Export to ONNX for deployment. Use Ultralytics library and implement tracking for video streams.