Activity-dependent plasticity refers to the brain's ability to reorganize and strengthen neural connections in response to increased or decreased activity, playing a crucial role in learning and memory. It involves mechanisms such as long-term potentiation and depression, which adjust synaptic strength based on experience and environmental interactions.