Curated list of awesome papers and resources in quantum machine learning
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Jun 11, 2024
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quantum-neural-networks
Here are 34 public repositories matching this topic...
This repository consists of documentation regarding quantum machine learning (QML), covering both beginner's guides and advanced topics.
documentation machine-learning tutorial neural-network qml quantum artificial-intelligence quantum-computing quantum-algorithms quantum-physics quantum-machine-learning quantum-neural-networks
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Apr 21, 2024 - TypeScript
Codes for efficiently implementing quantum neural network classifiers
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May 24, 2024 - Jupyter Notebook
Qiskit Hackathon Korea 2021 Community Choice Award Winner : Exploring Hybrid quantum-classical Neural Networks with PyTorch and Qiskit
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Feb 21, 2021 - Jupyter Notebook
A curated list of recent textbooks, reviews, perspectives, and research papers related to quantum machine learning, variational quantum algorithms, tensor networks, and classical machine learning applications in quantum systems.
machine-learning deep-learning quantum-computing awesome-list quantum-machine-learning quantum-neural-networks variational-quantum-circuit
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Aug 22, 2021
Classifying, auto-encoding and reverse-engineering QUBO matrices
quantum-computing qc paper-implementations quantum-machine-learning quantum-annealing qubo quantum-neural-networks quantum-ml qubo-ml qubo-nn qubo-matrix
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Sep 29, 2021 - Python
piQture: A quantum machine learning library for image processing.
qml image-processing hacktoberfest quantum-machine-learning qiskit quantum-neural-networks quantum-image-processing
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Jan 13, 2025 - Python
A docker container for quantum machine learning (QML) research
ai deep-learning qml quantum pytorch quantum-computing quantum-algorithms variational-autoencoder paddlepaddle qiskit cirq vqe quantum-neural-networks pennylane quantum-mechanincs m1-mac quantum-eignsolvers
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May 15, 2023 - Jupyter Notebook
A repository for finishing my undergraduate thesis titled: Quantum Image Classifier Design with Data Re-uploading Quantum Convolution and Data Re-uploading Classifier Scheme.
quantum-computing image-classification principal-component-analysis quantum-machine-learning quantum-neural-networks variational-quantum-circuit
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Nov 5, 2022 - Jupyter Notebook
A quantum reinforcement learning framework based on PyTorch and PennyLane.
reinforcement-learning deep-reinforcement-learning pytorch gym quantum-algorithms quantum-machine-learning soft-actor-critic quantum-neural-networks variational-quantum-circuit pennylane quantum-reinforcement-learning
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Feb 8, 2024 - Python
The quantum supply chain manager is a quantum solution for logistics problems. We use the power of quantum machine learning for product [backorder](https://www.investopedia.com/terms/b/backorder.asp) prediction and quantum optimization for finding the best route to pick those products with high demand to store them in strategic warehouses. With …
vehicle-routing-problem qiskit qiskit-tutorial quantum-neural-networks qiskit-runtime qiskit-optimization
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Jul 27, 2022 - Jupyter Notebook
Covalent demonstration of the QVR algorithm using a cryptocurrency time series use case
machine-learning quantum quantum-computing covalent anomalydetection anomaly-detection quantum-machine-learning quantum-neural-networks quantum-inspired-algorithm
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Sep 28, 2023 - Jupyter Notebook
Reimplementing the hybrid quantum-classical models from the paper "Quantum machine learning for image classification" by Arsenii Senokosov et al (https://arxiv.org/pdf/2304.09224.pdf)
cnn pytorch mnist quantum-computing mnist-classification image-classification quantum-machine-learning quantum-neural-networks quantum-neural-network
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Jan 8, 2024 - Jupyter Notebook
This repository contains the code to reproduce the results in the paper A Variational algorithm for Quantum Neural Networks, accepted in the International Conference on Computational Science 2020, Quantum Computing track.
neural-networks single-layer-perceptron quantum-neural-networks universal-approximation quantum-artificial-intelligence
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Jun 9, 2022 - Python
Qauntum convolutional neural network in protein distance prediction.
tensorflow python3 pytorch quantum-neural-networks pennylane quantum-cnn protein-distance-prediction
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May 11, 2022 - Python
Entanglement characterization of variational quantum circuits using a Matrix Product State simulator and qiskit.
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Sep 6, 2023 - Python
computer-vision quantum cnn pytorch quantum-computing classification mnist-classification mnist-dataset image-classification quantum-algorithms quantum-machine-learning mnist-handwriting-recognition lenet-5 mnist-classification-logistic quantum-neural-networks quantum-neural-network
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Jul 7, 2023 - Jupyter Notebook
Framework and paper for quantum machine learning ansatzë
machine-learning neural-network quantum quantum-computing quantum-machine-learning quantum-neural-networks
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Jan 14, 2021 - Python
A library for the rapid prototyping of hybrid quantum-classical neural networks in speech applications.
python3 pytorch quantum-machine-learning quantum-neural-networks pennylane low-qubit speech-applications
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Jun 21, 2022 - Python
Feed forward QNN
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Mar 6, 2021 - Jupyter Notebook
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