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Cover image for πŸ‘©πŸ’» Coding for public health: Build smoking detection models using YOLOv9, Roboflow datasets, and PyTorch. Learn how NIR spectroscopy + 1D-CNNs predict nicotine levels in e-liquids. Open-source tools, ethical challenges, and full code examples inside. πŸ‘‡
Alex Nguyen
Alex Nguyen

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πŸ‘©πŸ’» Coding for public health: Build smoking detection models using YOLOv9, Roboflow datasets, and PyTorch. Learn how NIR spectroscopy + 1D-CNNs predict nicotine levels in e-liquids. Open-source tools, ethical challenges, and full code examples inside. πŸ‘‡

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Alex Nguyen

Cigs Deep Learning: Applications in Cigarette-Related Research - Techniques, Datasets, and Future Directions πŸ‘‰ medium.com/@alex-nguyen-duy-anh/ci...