There is no specific best book that experts recommend for the preparation of the GATE exam. Always title a book as best for GATE exam preparation if it is covering the related topic in so much depth that you don't have to look for any other source. If you are in the first year of engineering you should follow subject wise best books those are covering GATE exam questions.