Hi Maxim,
Section 6.3 deals with implementing LSTMs in R ( with Keras) specifically. The first half in the book covers some of the fundamentals and basic theory for all neural networks but at a fairly high level in order to get you up and running quickly, but I suspect only a course would suit your needs.