Quantum computing encodes data using quantum bits that can represent ones, zeros, and superpositions of both. This allows quantum computers to potentially process exponentially more data than classical computers by taking advantage of properties of quantum mechanics. Some applications of quantum computing include simulating particle interactions, factoring large numbers, and improving cryptography. However, challenges remain in controlling quantum systems and reducing errors.