To the best of our knowledge this is the case[1], and we have strong indications [2] that this is a fundamental feature of nature: the non deterministic aspects do not come from our lack of understanding and knowledge.
[1] http://en.wikipedia.org/wiki/Quantum_mechanics [2] http://en.wikipedia.org/wiki/EPR_paradox