If you really want to dive straight into the deep end, I'd recommend Modern C++ Design by Andrei Alexandrescu. But if you want just a gentle introduction to C++ I'd suggest The C++ Programming Language by Bjarne Stroustrup.

Both of these authors are staples in the C++ world and so their advice is usually worth their weight in gold.