Department of Computer Science AGH and IBM Software Laboratory in Krakow invite to Krakow Quantum Informatics Seminar (KQIS)
Objectives:
•    understand and discuss current problems in quantum informatics,
•    discuss new quantum computing technologies,
•    exchange ideas and research results,
•    integrate information across different research teams,
•    build a community around quantum informatics.
Venue:  Centrum Informatyki (D17) ul. Kawiory 21, 30-055 Kraków, room 1.19

Program:
Tuesday, 7th of January, 2020, 9:30-11:00

Piotr Gawron, Nicolaus Copernicus Astronomical Center, Polish Academy of Sciences

Topic: Quantum Neural networks – a practical approach

Presentation

Abstract:

With recent success of artificial neural networks and emergence of Near Intermediate Scale Quantum computers a new field of quantum machine learning was established. There is hope that quantum computers will be able to build better and faster machine learning models. One of the quantum machine learning approaches is to embed quantum computers into neural network processing graphs.

During the talk I will present the basic concepts of quantum neural networks, their training and application in multi-class supervised classification setting. I will show how to use two python libraries, namely:  scikit-learn and pennylane to perform training and inference using a particular type of a quantum neural network.

References

https://pgawron.github.io/

https://astrocent.camk.edu.pl/contact/professor-piotr-gawron/

 

 

  • 1 month, 3 weeks ago