Machine learning in wireless communication optimizes network performance by enabling smarter decision-making for tasks like resource allocation, interference management, and signal processing. It improves spectrum utilization, enhances data transmission efficiency, and enables adaptive systems, making networks more reliable, efficient, and capable of handling the growing demand for wireless connectivity.