These lecture notes are intended for students interested in differential geometry, particularly in situations not covered by the classical theory. The first part is a series of lectures given at Shantou University as a special program. They introduce the main areas of differential geometry extended to diffeology, as developed in the chapters of the diffeology textbook. The second part consists of a series of notes and exercises chosen because they do not fall within the scope of the theory of manifolds.