NTU Quantum Research Group - Quantum CNN Demonstration with the Uses of MIT TorchQuantum

Quantum Convolution Neural Network

Quantum-Hybrid Convolutional Neural Network with data re-uploading

Quantum Machine Learning (QML) project that predicts suitable crops based on soil and environmental parameters using quantum-enhanced models. Built as a hybrid application combining classical preprocessing with quantum circuits (via Qiskit/PennyLane), this app demonstrates how quantum computing can be applied to real-world agricultural challenges.

Quantum Convolutional Neural Network (QCNN), a proposed quantum analogue to a classical convolutional neural network that is also translationally invariant.