A group of Saudi Geological Survey researchers received training on the application of Hyperspectral Remote Sensing for Geological Mapping, Mineral Exploration, and Target Detection in the Arabian Shield. The training comprised 11 sections. The first four sections introduced the trainees to the theoretical background of remote sensing, hyperspectral sensors and applications, data preprocessing, and image classification algorithms. Section 5 was dedicated to the use of field spectroradiometers for the collection of spectral libraries. Sections 6 and 7 were hands-on exercises providing practical examples of hyperspectral data preprocessing and advanced analysis for mineral identification, geological mapping, and target detection. Sections 8-10 were aimed at applying the acquired knowledge and skills to case studies from Saudi Arabia. Available Hyperion datasets over KSA (Figure 1) were used in sections 8-10. Section 11 involved WorldView-3 images over mineralized areas in KSA and the use of this dataset as an example for detecting mineralization using high spatial and spectral resolution multi-spectral data.