Quantum machine learning (QML) combines the groundbreaking technologies of quantum computing and machine learning. By integrating quantum algorithms into the machine learning pipeline, we can achieve advantages such as exponential computational speed-ups, novel data representations, and improved data augmentation. While classical machine learning is already powerful, the addition of quantum computing opens up new possibilities for overcoming existing limitations.