Classification of the Fashion-MNIST Dataset on a Quantum Computer

no code implementations • 4 Mar 2024 • Kevin Shen, Bernhard Jobst, Elvira Shishenina, Frank Pollmann

The potential impact of quantum machine learning algorithms on industrial applications remains an exciting open question.

Benchmarking Quantum Machine Learning

Let Quantum Neural Networks Choose Their Own Frequencies

no code implementations • 6 Sep 2023 • Ben Jaderberg, Antonio A. Gentile, Youssef Achari Berrada, Elvira Shishenina, Vincent E. Elfving

Parameterized quantum circuits as machine learning models are typically well described by their representation as a partial Fourier series of the input features, with frequencies uniquely determined by the feature map's generator Hamiltonians.

Quantum Machine Learning