Search Results for author: Ilya Sinayskiy

Found 4 papers, 1 papers with code

Hybrid Genetic Optimisation for Quantum Feature Map Design

no code implementations6 Feb 2023 Rowan Pellow-Jarman, Anban Pillay, Ilya Sinayskiy, Francesco Petruccione

Kernel-target alignment is faster to evaluate than accuracy and doesn't require some data points to be reserved for its evaluation.

Binary Classification

Quantum computing for pattern classification

no code implementations11 Dec 2014 Maria Schuld, Ilya Sinayskiy, Francesco Petruccione

It is well known that for certain tasks, quantum computing outperforms classical computing.

Quantum Physics

Simulating a perceptron on a quantum computer

no code implementations11 Dec 2014 Maria Schuld, Ilya Sinayskiy, Francesco Petruccione

Perceptrons are the basic computational unit of artificial neural networks, as they model the activation mechanism of an output neuron due to incoming signals from its neighbours.

BIG-bench Machine Learning Quantum Machine Learning

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