In this article, we discuss some wavelet applications to electromagnetic problems, provide an overview of wavelet theory, solve integral equations developing from electromagnetic scattering and transmission‐line problems, and consider differential equations. Examples from geophysical applications are also included. Combined wavelet‐machine learning technique is presented for numerical modeling.