Neurons are the primary cells involved in learning and memory. These highly specialized cells transmit neural signals across synapses, allowing for communication between different parts of the brain. The structure of neurons, particularly their dendrites and axons, plays a crucial role in the formation of neural pathways, which are essential for encoding and retrieving information.