
Developed core Quantum Convolutional Neural Network (QCNN) support for the pasqal-io/qadence repository, establishing foundational capabilities for quantum machine learning and relational reasoning workflows. Designed and implemented a dedicated QCNN class, supporting helper utilities, circuit definitions, and feature map creation using Python and PyTorch, with a focus on modular circuit design. Integrated deferred observable handling to enable end-to-end QCNN workflows within the framework. Authored comprehensive documentation in Markdown to guide users through QCNN construction and training processes. This work enabled customers to experiment with QCNN-based models in their quantum pipelines, expanding Qadence’s advanced quantum analytics capabilities for research and development.
April 2025: Delivered core Quantum Convolutional Neural Network (QCNN) support within the Qadence framework, establishing a foundation for quantum machine learning tasks and relational reasoning workflows. Implemented a QCNN class, helper utilities, circuit definitions, feature map creation, and deferred observable handling, complemented by user-focused documentation that guides implementation and training. Business value: Enables customers to deploy QCNN-based models in their quantum pipelines, accelerating experimentation with quantum ML techniques and expanding Qadence's capabilities for advanced quantum analytics.
April 2025: Delivered core Quantum Convolutional Neural Network (QCNN) support within the Qadence framework, establishing a foundation for quantum machine learning tasks and relational reasoning workflows. Implemented a QCNN class, helper utilities, circuit definitions, feature map creation, and deferred observable handling, complemented by user-focused documentation that guides implementation and training. Business value: Enables customers to deploy QCNN-based models in their quantum pipelines, accelerating experimentation with quantum ML techniques and expanding Qadence's capabilities for advanced quantum analytics.

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