Explore the intricacies of neural computation in this lecture from the Brain and Computation Boot Camp. Delve into the complexities of neuronal models, starting with the historically dominant point neuron and progressing to more sophisticated representations. Examine the Purkinje cell and its role in the cerebellum, understanding the linear computational algorithm involved. Investigate the challenges posed by long, thin dendrites and their impact on voltage subunits. Learn about NMDA spikes and their occurrence in awake animals, including interneurons. Analyze experimental evidence supporting the compartmentalization of dendritic spikes and the two-layer hypothesis. Gain insights into the biophysics of neural computation and its implications for understanding brain function.