Research on quantum neural networks is being explored from a fourier analysis perspective. Studies are investigating the potential benefits of quantum computing in machine learning, including resource-efficient design and advantages in learning with certain data distributions. Various applications are being examined, including medical domains, neurological processing, and time-series forecasting.