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Portfolio Optimization with QAOA and VQE #78

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rodchaves opened this issue Feb 24, 2022 · 3 comments
Open

Portfolio Optimization with QAOA and VQE #78

rodchaves opened this issue Feb 24, 2022 · 3 comments
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QAOA Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#qaoa-challenge Quantum Finance Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#quantum-finance-c

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@rodchaves
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Team Name:

OneManTeam

Project Description:

Portfolio optimization is the optomization problem where you have a number of assets and seek to answer the question: which asset should I acquire to maximize my profit in the future? By doing it so, it minimizes risk and maximizes returns of a collection of assets, also a called a portfolio. The process is not as easy as it seems. In 1952, Markowitz showed that risks and returns are usually linked, so high rewards are usually associated to high risks.

In this project I use both QAOA and VQE in Qiksit and Pennylane to optimize the problem for four assests: VALE, PBR, PFE, and HPE. I gave a brief explanation of how the problem is solved in a quantum computer and how the hydrid algorithms work. We also check that the results obtained in both algorithms are equal.

Presentation:

https://github.com/rodchaves/QHack_Open_Hackaton

Source code:

https://github.com/rodchaves/QHack_Open_Hackaton

Which challenges/prizes would you like to submit your project for?

Quantum Finance Challenge
QAOA Challenge

@isaacdevlugt isaacdevlugt added Quantum Finance Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#quantum-finance-c QAOA Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#qaoa-challenge labels Feb 25, 2022
@isaacdevlugt
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Hey @rodchaves thank you for your submission! Just make sure that the hyperlinks direct our team directly to what is asked. It looks like your presentation hyperlink that you provided just goes to your repository. Is there a specific notebook, PDF, etc, that we should look at?

@rodchaves
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rodchaves commented Feb 25, 2022 via email

@isaacdevlugt
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Jupyter notebooks are totally acceptable for presentation formats and source code 😄

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Labels
QAOA Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#qaoa-challenge Quantum Finance Challenge More details here: https://github.com/XanaduAI/QHack/blob/master/Open_Hackathon.md#quantum-finance-c
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