Can deep learning algorithm apply for utility model patent?

Of course. A patent for utility model refers to a new technical scheme for the shape, structure or combination of products, which is suitable for practical use. As a technical scheme, deep learning algorithm is novel, creative and practical, and can apply for a utility model patent. The protection period of utility model patent is 10 year, counting from the date of application.