You may get a series of video lectures (total 30 hours) on stochastic calculus and its application in solving some deterministic problems from the following link
The book/lecture note by Sondermann discusses integration theory where integrand is a deterministic function of the integrator process. Although this is restrictive, but often that is found adequate for some finance applications. This approach is based on a work of Follmer.