Quantum Machine Learning refers to the emerging field that combines quantum computing principles with machine learning algorithms to potentially achieve exponential speedups and solve problems intractable for classical computers. This interdisciplinary area explores how quantum phenomena like superposition, entanglement, and interference can enhance machine learning tasks such as optimization, pattern recognition, and data analysis, while