This chapter demonstrates semantic segmentation for crop type mapping, using Bhutan rice paddy mapping as the applied case study. It covers deep learning model development, training strategies, and evaluation using satellite imagery and Earth observation data. Part of the EarthRISE Applied Artificial Intelligence and Deep Learning Book, Chapter 3: Semantic Segmentation.