[IBM Qiskit Challenge][Google Quantum AI Research Challenge][Hybrid Algorithms Challenge][QAOA Challenge][Quantum Entrepreneur Challenge][Quantum Finance Challenge]Quantum-Counselor-for-Portfolio-Investment

[MaldoAlberto]

Team Name:

Avocados

Project Description:

The Quantum Counselor for portfolio investment is a tool with two main objectives: forecasting the trend of assets price and optimizing portfolio returns, both using quantum computing techniques. For the case of the forecasting method, we use a hybrid method for a Quantum neural network (QNN) that combines a deep learning model of classical LSTM layers with quantum layers. For the case of portfolio optimization, we convert the optimization problem into a Quadratic unconstrained binary optimization (QUBO) problem and using the quantum algorithms of Quantum Approximate Optimization Algorithm (QAOA) and the variational quantum eigensolver (VQE) solve the problem. Additionally, we use the classical solver CPLEX for comparison with the other two methods. Both tools are deeply connected because the forecasted price of the different assets is used for the optimization portfolio cost function construction.

Presentation:

presentation pptx file
presentation pdf file
Presentation youtube

Source code:

Github Repository

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

• IBM Qiskit Challenge
• Google Quantum AI Research Challenge
• Hybrid Algorithms Challenge
• QAOA Challenge
• Quantum Entrepreneur Challenge
• Quantum Finance Challenge