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Jordi Garcia Castillon edited this page Sep 24, 2025 · 1 revision

🧭 Quantum Experiments Open – Wiki Home

Welcome to the official Wiki of Quantum Experiments Open, an open project aimed at exploring and sharing knowledge on the use of quantum computing applied to artificial intelligence and cybersecurity.

🌐 What is the project?

Quantum Experiments Open is an open source initiative focused on:

  • Investigating the application of variational quantum circuits (VQCs) to classification problems.
  • Analyzing how these models can contribute to detecting malicious behaviors or anomalies in data.
  • Creating a collaborative environment where anyone can learn, experiment, and contribute improvements.

The project is developed within the framework of Amazon Braket and PennyLane, leveraging both local simulators and quantum backends in the cloud.

🔍 What does the main code do?

The repository currently includes a quantum binary classifier capable of distinguishing between two categories of data (benign and malicious).

The workflow is:

  1. Initialization of parameters: the quantum circuit starts with small random values.
  2. Training: the Adam optimizer is used to minimize the Binary Cross-Entropy (BCE).
  3. Evaluation: metrics such as accuracy, confusion matrix, and classification report are computed.
  4. Visualization: the evolution of the loss is plotted to observe the learning progress.

🧪 Why is it interesting?

  • It is an educational and practical starting point for researchers and students who want to dive into quantum machine learning.
  • It connects quantum theory with real-world AI security problems.
  • It can serve as a basis for more complex future developments: multi-class classifiers, anomaly detection, more efficient hybrid systems.

🤝 Community and collaborations

This project is designed to be collaborative and open.

  • You can clone the repository, run the examples, and propose improvements.
  • Contributions can be in the form of code, documentation, tutorials, or ideas for new experiments.
  • Contributions that help make the project more accessible and useful for everyone are highly valued.

🌍 Languages and adaptations

The original repository is written in Catalan, but:

  • Contributions and collaborations in English and in any other language are welcome.
  • The project can be freely adapted in all aspects: language, focus, applications, and new lines of experimentation.

✨ Quantum Experiments Open is a space to learn, experiment, and grow collectively on the path toward applied quantum computing.

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