pferreirafabricio / ai-big-data-quantum

💡 Software Analysis For The Development Of Artificial Intelligence And Big Data Tasks In Quantum Computers

📖 About

This is a scientific research project, under development at FATEC Americana, aiming to study softwares that can be used to develop Artificial Intelligence, Machine Learning, and Big Data tasks in quantum computers. Research guided by Dra. Mariana Godoy Vazquez Miano.

🔁 Contributions

Some contributions made by the authors in external projects.

• Microsoft Quantum Docs - Pull Request 503
• Microsoft Quantum Docs - Issue 474
• Microsoft Quantum Docs - Pull Request 565
• Microsoft Quantum Docs - Pull Request 572
• Can't add Ionq or Quantinuum as providers in workspace - Microsoft Q&A

🧪 Tests

Some tests made based on the algorithms that are being developed.

• Basic performance comparison between classical and quantum machine learning

🧱 This project was built with:

• .NET
• Q#
• QDK
• C#
• ML.NET

🏄‍♂️ Quick Start

1. Clone this repository git clone https://github.com/pferreirafabricio/ai-big-data-quantum.git
2. Enter in the project's folder: cd ai-big-data-quantum
3. Run whatever project you want 😃

♻ Contribute

1. Fork this repository
2. Create a branch with your feature: git checkout -b my-feature
3. Commit your changes: git commit -m 'feat: My new feature'
4. Push your branch: git push origin my-feature

🧾 License

This project is under the MIT license. Take a look at the LICENSE file for more details.

🤝🏼 Researchers

📚 Learn more

• What are the Q# programming language and Quantum Development Kit (QDK)?: https://docs.microsoft.com/en-us/azure/quantum/overview-what-is-qsharp-and-qdk
• How quantum computing will boost the value of big data: https://intetics.medium.com/how-quantum-computing-will-boost-the-value-of-big-data-bccb95fb352b
• Quantum Computing and The Future of Big Data: https://isg-one.com/articles/quantum-computing-and-the-future-of-big-data
• How Quantum Computers Will Revolutionise Artificial Intelligence, Machine Learning And Big Data: https://isg-one.com/articles/quantum-computing-and-the-future-of-big-data
• Introduction to Quantum Machine Learning: https://docs.microsoft.com/en-us/azure/quantum/user-guide/libraries/machine-learning/intro
• Write a Q# and .NET program to run on a local quantum simulator: https://docs.microsoft.com/en-us/azure/quantum/how-to-csharp-qdk-local
• Quantum Computing Expert Explains One Concept in 5 Levels of Difficulty: https://www.youtube.com/watch?v=OWJCfOvoch
• Data types in Q#: https://docs.microsoft.com/en-us/azure/quantum/user-guide/language/typesystem
• Quantum computing history and background: https://docs.microsoft.com/en-us/azure/quantum/concepts-overview
• Azure Quantum – Quantum Service: https://azure.microsoft.com/en-us/services/quantum
• QuantumClassification - https://github.com/microsoft/QuantumKatas/tree/main/tutorials/QuantumClassification