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Quantum Deep Advantage: Reinforcement learning to create quantum circuits that solve a simple problem #31

Open asierarranz opened 4 years ago

asierarranz commented 4 years ago

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

Deliverable

A working demo :-)

GitHub repo

makotonakai commented 4 years ago

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.

dacozai commented 4 years ago

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.

shaimayshah commented 4 years ago

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

asierarranz commented 4 years ago

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

SamTonetto commented 4 years ago

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

sitong1011 commented 4 years ago

I am in, Liu Sitong, computer science.

YinjieZhou commented 4 years ago

i'm ZHOU YINJIE ,my major is computer science

makotonakai commented 4 years ago

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.

trichdop commented 4 years ago

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 commented 4 years ago

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.

DanSerCan commented 4 years ago

Anim_vid.zip

DanSerCan commented 4 years ago

Anim_vid_white.zip

makotonakai commented 4 years ago

https://github.com/dacozai/QuantumDeepAdvantage

SamTonetto commented 4 years ago

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