Quantum Machine Learning (QML) is an interdisciplinary field combining principles of quantum computing with machine learning algorithms. QML leverages the computational power of quantum computers to solve complex problems more efficiently than classical computers. This emerging technology is particularly promising for fields requiring high computational power, such as catalysis.