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Quantum Deep Advantage: Reinforcement learning to create quantum circuits that solve a simple problem

Open asierarranz opened this issue 5 years ago • 14 comments

Abstract

Use machine learning to place gates that solve a simple problem (like a sum, substract, etc.), so the final quantum circuit is optimized and done by the computer insted of a human.

Members

  • @SamTonetto
  • @MakotoNakai
  • @dacozai
  • @sitong1011
  • @YinjieZhou
  • Qiskit Coach: @asierarranz, @DanSerCan

Deliverable

A working demo :-)

GitHub repo

asierarranz avatar Nov 18 '19 02:11 asierarranz

Hello, I'm Makoto Nakai from Japan and am so interested in this project. Are there any references (like papers) that you recommend me to read in advance so that I'll be comfortable with this topic?

By the way, I'm a (quantum) computer scientist and I only have little knowledge about reinforcement learning.

makotonakai avatar Nov 18 '19 13:11 makotonakai

Hello, I am Li-Han, Chen from Taiwan. Likewise, I am interested in this topic and want to know any related papers that could help me to understand more about this quantum issue?! Thank you.

My major is Computer Science. I have some experience in RL. My MSc dissertation is Meta-Learning in Board Game in Tensorflow 2.0 and a course project by using vanilla methods/ DQN/ DDQN in the traffic light control problem.

dacozai avatar Nov 18 '19 14:11 dacozai

I don't have prior experience with Machine Learning but this seems interesting.

shaimayshah avatar Nov 19 '19 01:11 shaimayshah

The final goal will be writing a paper on this topic, so it is ok if there are no papers yet.

asierarranz avatar Nov 19 '19 01:11 asierarranz

Hi, I would be interested in doing this! - Sam

SamTonetto avatar Nov 19 '19 01:11 SamTonetto

I am in, Liu Sitong, computer science.

sitong1011 avatar Nov 19 '19 01:11 sitong1011

i'm ZHOU YINJIE ,my major is computer science

YinjieZhou avatar Nov 19 '19 01:11 YinjieZhou

I don't have prior experience with Machine Learning but this seems interesting.

Shaimay sorry. This group got the maximum number of members. Go find another project.

makotonakai avatar Nov 19 '19 01:11 makotonakai

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.

trichdop avatar Nov 19 '19 01:11 trichdop

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.

trichdop avatar Nov 19 '19 01:11 trichdop

Anim_vid.zip

DanSerCan avatar Nov 20 '19 01:11 DanSerCan

https://github.com/dacozai/QuantumDeepAdvantage

makotonakai avatar Nov 20 '19 04:11 makotonakai

Hi, this is a link to the presentation: https://docs.google.com/presentation/d/1jUDwWpY21Ls_UcvDJyWB6moKoEcdveZcAeZRvzKlvSY/edit?usp=sharing

SamTonetto avatar Nov 20 '19 07:11 SamTonetto