The space of entropic vectors, i.e., the set of all possible 2^n - 1 joint entropies that can generated by n random variables, is an important object in network information theory. We will study its connections to Gaussian entropic vectors, Cayley's hyperdeterminant, the entropy power inequality and various forms of Renyi entropy.