Live-cell imaging of calcium signaling is utilized extensively to study calcium mobilization in stable cell lines grown in monolayers. This protocol describes live-cell fluorescence imaging of calcium signaling using live-cell dyes on complex, primary tissue, and also utilizes machine learning software to quantify the fluorescence intensity of thousands of individual cells simultaneously, thereby streamlining analyses.