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This book provides a comprehensive exploration of deep learning techniques, specifically feedforward neural networks (FNNs), for hyperspectral image (HSI) classification. Hyperspectral imaging captures detailed spectral information across numerous wavelength bands, making it a powerful tool for applications in remote sensing, environmental monitoring, agriculture, military surveillance, and medical imaging.