Typical scenes may span 32 bits of dynamic range. Sensors are capable of detecting 8-12 bits. This mismatch is a problem for computational imaging. Here we discuss the issue and consider sampling strategies and tone mapping strategies for dealing with it. Code for this episode is at https://github.com/arizonaCameraLab/computationalImaging/blob/master/Chapter10SamplingStrategy/toneMapping.ipynb