Nanoelectronics involves the use of nanoscale materials and devices to improve electronic components. Machine learning can assist in the design and optimization of these devices by analyzing performance data and identifying optimal configurations. For instance, ML can help in the development of more efficient transistors, memory devices, and sensors.