Abstract: A logico-mathematical foundation for deep learning in artificial intelligence is proposed using Kronecker’s theory of homogeneous polynomials and Hensel’s lifting lemma in modular arithmetic. It is suggested that such a foundation is appropriate for the multileveled architec tures of deep learning scenarios in artificial intelligence.