Quantum Machine Learning Tutorial

A Hands-on Tutorial for Machine Learning Practitioners and Researchers

Chapter 3 Quantum Kernel Methods

In this chapter, we provide a step-by-step explanation of the transition from classical kernel machines to quantum kernel machines, covering:

  • Classical kernel
  • Quantum kernel
  • Theoretical foundation of quantum kernel machines: expressivity and generalization
  • Recent advancements in quantum kernel machines