Hebbian Learning is a theory in neuroscience that proposes an explanation for the adaptation of neurons in the brain during the learning process, often summarized by the phrase 'cells that fire together, wire together'. It emphasizes the increase in synaptic strength between neurons that are simultaneously activated, forming the basis for associative learning and memory formation.