Explain the theoretical foundations of quantum mechanics, focusing on the wave-particle duality, Heisenberg's uncertainty principle, and quantum entanglement. Discuss how these concepts challenge classical physics and our understanding of reality. Analyze the philosophical implications of quantum theory, particularly regarding determinism versus probabilistic interpretations. Include the mathematical formalism where appropriate, but emphasize conceptual understanding over calculation.