Write a comprehensive explanation of quantum computing fundamentals. Begin by introducing the concept of quantum bits (qubits) and how they differ from classical bits. Explain key quantum phenomena such as superposition, entanglement, and quantum interference. Discuss the mathematical foundations of quantum computing, including relevant concepts from linear algebra. Describe how quantum gates work and provide examples of basic quantum circuits. Finally, explore potential applications of quantum computing and discuss the challenges in building practical quantum computers.