qiskit-camp-asia-19
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qiskit-community
Basic Quantum Neural Networks
Abstract
Are neural networks applied to quantum computing? to do classification, or other things. This project aims to try the basic concepts of complex neural networks in quantum computing using Qiskit. "Complex" that used in this project is a complex number i. This complex neural network can learn multi-value input/output.
Description
A classical neuron can learn only linearly-separable input/output mappings and cannot learn nonlinear separable input/output mappings (Minsky-Papert, 1969 – a classical limitation).
In the use of complex planes the use of magnitude and phase will be used to determine the weight and activation function. This approach will be used for implementation on Qiskit. Let's try Hack!
Reference:
- Tacchino, F., Macchiavello, C., Gerace, D. et al. An artificial neuron implemented on an actual quantum processor. npj Quantum Inf 5, 26 (2019)
- Photonic quantum neural networks, https://medium.com/xanaduai/photonic-quantum-neural-networks-ee0cbaefe4ac
- https://staff.aist.go.jp/tohru-nitta/CNN.html
- Complex-Valued Neural Networks with Multi-Valued Neurons (Aizenberg), https://link.springer.com/book/10.1007/978-3-642-20353-4
Members
People who want to learn about quantum computing, neural network, or python, or qiskit, etc.
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@tambunanTop [Institut Teknologi Bandung] 🇮🇩
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@hafizhkarim [Institut Teknologi Bandung] 🇮🇩
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@YudNK [Nagoya University] 🇯🇵
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@YutoTakaki [Osaka University] 🇯🇵
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@trichdop [National Central University] 🇹🇼
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Qiskit Coach: @t-imamichi
Deliverable
Build a basic Quantum Circuit for implementation of quantum neural networks, using Qiskit
GitHub repo
soon
Our Presentation
slide-QiskitAsia2019-issue42.pdf Enjoy it! 😊
Seems interesting.
I'm in, Yuto Takaki. interested in physics. 1st in masters course.
@hafizhkarim and @yudnk can you post your full name, for easier assigning?
Hi, I am Chii-Chang Chen. I am professor from the Department of Optics and Photonics, National Central University, Taiwan. I have experience of Machine Learning. I am interested in joining your team.
