Quantum Machine Learning

Quantum Computing and Data Science

I was supposed to give a live seminar in Fredericton to the Data Scince Practitioners East Meetup. Covid-19 decided otherwise and I gave my talk over Zoom. I presented work from our research group in quantum machine learning and gave some examples of …

Inside the latent space of a quantum autoencoder

A talk about the quantum machine learning projects in the Aspuru-Guzik group. I focused on the chemical motivation of the projects. This culminates in a current research direction: detect quantum phases in the latent space of a quantum variational …

Near-term Algorithms for Quantum Machine Learning

I got the opportunity to fill in for a last minute cancellation at the CQIQC-VIII. I made an overview of the quantum machine learning topics that we are currently investigating. Optimization of parametrized circuits has proven very powerful for …

An Artificial Quantum Spiking Neuron

Artificial spiking neural networks have found applications in areas where the temporal nature of activation offers an advantage, such as time series prediction and signal processing. To improve their efficiency, spiking architectures often run on …