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Projects in Awesome Lists tagged with quantum-machine-learning

A curated list of projects in awesome lists tagged with quantum-machine-learning .

https://github.com/pennylaneai/pennylane

PennyLane is a cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Train a quantum computer the same way as a neural network.

autograd automatic-differentiation cirq deep-learning differentiable-computing hacktoberfest jax machine-learning neural-network optimization python pytorch qiskit qml quantum quantum-chemistry quantum-computing quantum-machine-learning strawberryfields tensorflow

Last synced: 08 Apr 2025

https://github.com/PennyLaneAI/pennylane

PennyLane is a cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Train a quantum computer the same way as a neural network.

autograd automatic-differentiation cirq deep-learning differentiable-computing hacktoberfest jax machine-learning neural-network optimization python pytorch qiskit qml quantum quantum-chemistry quantum-computing quantum-machine-learning strawberryfields tensorflow

Last synced: 26 Mar 2025

https://github.com/mit-han-lab/torchquantum

A PyTorch-based framework for Quantum Classical Simulation, Quantum Machine Learning, Quantum Neural Networks, Parameterized Quantum Circuits with support for easy deployments on real quantum computers.

deep-learning machine-learning ml-for-systems neural-network parameterized-quantum-circuit pytorch pytorch-quantum quantum quantum-computing quantum-machine-learning quantum-neural-network quantum-simulation system

Last synced: 10 Apr 2025

https://github.com/nvidia/cuda-quantum

C++ and Python support for the CUDA Quantum programming model for heterogeneous quantum-classical workflows

cpp hacktoberfest python quantum quantum-algorithms quantum-computing quantum-machine-learning quantum-programming-language unitaryhack

Last synced: 10 Apr 2025

https://github.com/PennyLaneAI/qml

Introductions to key concepts in quantum programming, as well as tutorials and implementations from cutting-edge quantum computing research.

autograd automatic-differentiation demo key-concepts neural-networks pytorch qml quantum-chemistry quantum-computing quantum-machine-learning tensorflow tutorials

Last synced: 02 Apr 2025

https://github.com/NVIDIA/cuda-quantum

C++ and Python support for the CUDA Quantum programming model for heterogeneous quantum-classical workflows

cpp hacktoberfest python quantum quantum-algorithms quantum-computing quantum-machine-learning quantum-programming-language unitaryhack

Last synced: 17 Nov 2024

https://github.com/xanaduai/quantum-neural-networks

This repository contains the source code used to produce the results presented in the paper "Continuous-variable quantum neural networks". Due to subsequent interface upgrades, these scripts will work only with Strawberry Fields version <= 0.10.0.

deep-learning machine-learning optimization photonics quantum quantum-computing quantum-machine-learning tensorflow

Last synced: 06 Apr 2025

https://github.com/XanaduAI/quantum-neural-networks

This repository contains the source code used to produce the results presented in the paper "Continuous-variable quantum neural networks". Due to subsequent interface upgrades, these scripts will work only with Strawberry Fields version <= 0.10.0.

deep-learning machine-learning optimization photonics quantum quantum-computing quantum-machine-learning tensorflow

Last synced: 12 Nov 2024

https://github.com/xanaduai/quantum-learning

This repository contains the source code used to produce the results presented in the paper "Machine learning method for state preparation and gate synthesis on photonic quantum computers".

machine-learning optimization photonics quantum quantum-computing quantum-machine-learning tensorflow

Last synced: 09 Apr 2025

https://github.com/XanaduAI/quantum-learning

This repository contains the source code used to produce the results presented in the paper "Machine learning method for state preparation and gate synthesis on photonic quantum computers".

machine-learning optimization photonics quantum quantum-computing quantum-machine-learning tensorflow

Last synced: 12 Nov 2024

https://github.com/pennylaneai/pennylane-lightning

The Lightning plugin ecosystem provides fast quantum state-vector and tensor network simulators written in C++ for use with PennyLane.

cuda distributed-computing gpu hpc mpi openmp parallel quantum-computing quantum-machine-learning rocm

Last synced: 15 Apr 2025

https://github.com/quantumbfs/qualgorithmzoo.jl

A curated implementation of quantum algorithms with Yao.jl

algorithm hhl quantum-computing quantum-machine-learning

Last synced: 12 Apr 2025

https://github.com/rigetti/quantumflow

QuantumFlow: A Quantum Algorithms Development Toolkit

automatic-differentiation quantum-algorithms quantum-computing quantum-machine-learning

Last synced: 10 Apr 2025

https://github.com/PennyLaneAI/pennylane-lightning

The PennyLane-Lightning plugin provides a fast state-vector simulator written in C++ for use with PennyLane

cuda distributed-computing gpu hpc mpi openmp parallel quantum-computing quantum-machine-learning rocm

Last synced: 17 Nov 2024

https://github.com/huckiyang/quantumspeech-qcnn

IEEE ICASSP 21 - Quantum Convolution Neural Networks for Speech Processing and Automatic Speech Recognition

colab-notebook ctc-model pennylane quantum-machine-learning speech-processing speech-recognition tensorflow2

Last synced: 26 Jan 2025

https://github.com/gecrooks/quantumflow

QuantumFlow: A Quantum Algorithms Development Toolkit

automatic-differentiation quantum-algorithms quantum-computing quantum-machine-learning

Last synced: 12 Nov 2024

https://github.com/PennyLaneAI/pennylane-cirq

The PennyLane-Cirq plugin integrates Google's Cirq software library with with PennyLane's quantum machine learning capabilities.

cirq differentiable-computing jax machine-learning python pytorch qml quantum quantum-algorithms quantum-chemistry quantum-computing quantum-machine-learning tensorflow

Last synced: 09 Apr 2025

https://github.com/pasqal-io/pyqtorch

PyTorch-based state vector simulator

quantum-machine-learning torch

Last synced: 05 Apr 2025

https://github.com/Frank-LIU-520/DeepMoleNet

Deep learning for molecules quantum chemistry properties prediction

deep-learning graph-convolutional-neural-networks quantum-chemistry quantum-machine-learning

Last synced: 20 Nov 2024

https://github.com/pasqal-io/horqrux

Jax-based quantum state vector simulator.

jax quantum-machine-learning

Last synced: 14 Apr 2025

https://github.com/xanaduai/constrained-quantum-learning

This repository contains the source code used to produce the results presented in the paper "Near-deterministic production of universal quantum photonic gates enhanced by machine learning".

machine-learning optimization photonics quantum quantum-computing quantum-machine-learning quantum-optics

Last synced: 09 Apr 2025

https://github.com/rodneyosodo/variational-quantum-classifier-on-heartattack

Implement variational quantum classifier on heart attack data available on kaggle with the aim to understand different variational models and different feature maps

machine-learning qiskit quantum-computing quantum-machine-learning

Last synced: 19 Mar 2025

https://github.com/autistic-symposium/quantum-computing-toolkit

👾 notes and resources on quantum computing (e.g., quantum information, post-quantum cryptography, implications on post-quantum and blockchains)

blockchain-technology documents post-quantum-cryptography quantum quantum-algorithms quantum-computing quantum-information quantum-machine-learning quantum-mechanics resources

Last synced: 21 Feb 2025

https://github.com/cqcl/quixer

Code repository for the preprint "Quixer: A Quantum Transformer Model"

natural-language-processing penn-treebank quantum quantum-machine-learning

Last synced: 14 Apr 2025

https://github.com/lockwo/rl_qvc_opt

Code for "Optimizing Quantum Variational Circuits with Deep Reinforcement Learning"

deep-learning quantum-computing quantum-machine-learning reinforcement-learning

Last synced: 12 Feb 2025

https://github.com/boltzmannentropy/qugel

This work presents Qugel , a QML platform which utilizes shallow quantum neural network (QNN) image encoders composed of parametrized quantum circuits (PQCs) for solving Kaggle categorial image classification challenges.

ai convolutional-neural-networks deep-learning entanglement kaggle kaggle-competition pennylane python pytorch qml quantum quantum-autoencoer quantum-computing quantum-machine-learning quanvolutional quanvolutional-neural-networks superposition

Last synced: 15 Apr 2025

https://github.com/lockwo/paper-review

Repository containing code for the Qiskit video series: Paper Reviews

qiskit quantum-computing quantum-machine-learning

Last synced: 12 Feb 2025

https://github.com/agnostiqhq/covalent-braket-plugin

Executor plugin interfacing Covalent with Amazon Braket Hybrid Jobs

aws braket docker parallelization pipelines python python3 quantum-computing quantum-machine-learning workflow

Last synced: 17 Nov 2024

https://github.com/junayed-hasan/quantum-machine-learning

This repository implements knowledge distillation from classical to quantum neural networks for image classification. It includes experiments on MNIST and FashionMNIST datasets, demonstrating improved accuracy in quantum models. Code for classical teachers and quantum students, with baseline and distilled versions, is provided.

computer-vision deep-learning knowledge-distillation neural-network quantum-machine-learning

Last synced: 04 Mar 2025

https://github.com/albertnieto/qcml

A benchmarking library for quantum and classical machine learning, with specialized support for evaluating kernel methods.

benchmarking kernel-methods machine-learning pennylane qiskit quantum-computing quantum-machine-learning

Last synced: 09 Apr 2025

https://github.com/albertnieto/quantum_convolutional_nn_benchmark

Benchmarking quanvolutional neural networks with QCML and Pennylane.

convolutional-neural-networks pennylane quantum-kernel quantum-machine-learning

Last synced: 09 Apr 2025

https://github.com/babcockt18/on-nonlinearities-in-qml-paper-implementation

Repository contains implementations of Quantum Hadamard Product and Generalized Quantum Transpose Algorithms

pennylane quantum quantum-machine-learning

Last synced: 16 Mar 2025

https://github.com/ryanhill1/quantum-variational-classifier

Implementations of quantum variational classifier and quantum kernel estimator proposed in Havlíček, V., Córcoles, A.D., Temme, K. et al. Supervised learning with quantum-enhanced feature spaces. Nature 567, 209–212 (2019). https://doi.org/10.1038/s41586-019-0980-2

kernel-methods quantum-machine-learning variational-circuit

Last synced: 02 Mar 2025

https://github.com/sevdanurgenc/introduction-to-machine-learning

This repo contains content created for a webinar that I have talked about machine learning.

artificial-intelligence deep-learning machine-learning machine-learning-algorithms quantum-machine-learning

Last synced: 23 Mar 2025

https://github.com/gamatos/qnlp-binary-classification

A quantum model for binary sentence classification

qml qnlp quantum-computing quantum-machine-learning

Last synced: 01 Apr 2025

https://github.com/jeremiegince/learning_quantum_computer_resources

Some resources to help humans in the process of learning quantum computer.

qbit quantum-computing quantum-machine-learning references resources

Last synced: 13 Mar 2025

https://github.com/subatomicerror/quantum-ml

Quantum-ML is a hybrid quantum-classical machine learning project leveraging quantum computing and AI to deliver advanced predictions and solutions through a fast API interface.

artificial-intelligence fastapi machine-learning pennylane python pytorch quantum-ai quantum-computing quantum-machine-learning

Last synced: 19 Apr 2025

https://github.com/ritu-thombre99/qhack-2022-coding-challenge-solutions

Solutions to 25 coding problems from QHack Coding Challenge 2022 (https://github.com/XanaduAI/QHack/tree/master/Coding_Challenges)

pennylane qhack qhack2022 qhack22 qhackcodingchallenge2022 quantum-algorithms quantum-chemistry quantum-computing quantum-machine-learning vqe

Last synced: 23 Feb 2025

https://github.com/kosasih/quantum-realm-codespace

Quantum-Realm-Codespace is a groundbreaking software development platform that harnesses the power of quantum computing. This advanced environment integrates quantum algorithms, enabling developers to explore quantum-inspired coding, solve complex problems, and optimize processes.

quantum quantum-algorithms quantum-computing quantum-machine-learning quantum-programming-language

Last synced: 31 Mar 2025

https://github.com/ollpu/qml

Quantum machine learning scheme (without the quantum part)

gradient-descent quantum-machine-learning

Last synced: 29 Mar 2025

https://github.com/carlolepelaars/skq

Scientific Toolkit for Quantum Computing

numpy python quantum quantum-computing quantum-machine-learning

Last synced: 21 Mar 2025

https://github.com/sevdanurgenc/loadwine-cirq-ml-vs-qml

Compare classical machine learning and quantum machine learning techniques for feature selection and classification on the Wine dataset using Cirq and scikit-learn.

feature-selection qml quantum-machine-learning

Last synced: 23 Mar 2025

https://github.com/sevdanurgenc/qiskit-quantum-machine-learning-notes

This repository contains code snippets related to Quantum Machine Learning developed using the Qiskit framework.

qiskit quantum-computing quantum-machine-learning quantum-programming-language

Last synced: 23 Mar 2025

https://github.com/sevdanurgenc/diabetes-health-indicators-ml-and-qml

Compare classical machine learning and quantum machine learning techniques for feature selection and classification on the Diabetes Health Indicators dataset using Cirq and Scikit-Learn.

cirq quantum-computing quantum-machine-learning

Last synced: 23 Mar 2025

https://github.com/agnostiqhq/covalent_tutorials_ieee_2023

Tutorial notebooks for QCE at IEEE 2023 in Bellevue, Washington

covalent hpc quantum quantum-algorithms quantum-computing quantum-machine-learning qvr

Last synced: 11 Mar 2025

https://github.com/pedroteixeiraw/variational_quantum_circuit_binary_classification

This project focuses on developing a Variational Quantum Circuit capable of performing Binary Classification between two classes: red wine and white wine, based on their characteristics using machine learning.

binary-classification cost-function json machine-learning matplotlib numpy pandas qiskit qiskit-machine-learning quantum-machine-learning scikit-learn training-data variational-circuit

Last synced: 26 Mar 2025

https://github.com/ashad001/2q48

This project compares heuristic, classical reinforcement learning (RL), and quantum RL approaches to evaluate their efficiency, decision-making strategies, and performance in a grid-based environment.

2048-game game-ai machine-learning pennylane q-learning quantum-computing quantum-machine-learning reinforcement-learning tensorflow

Last synced: 29 Mar 2025

https://github.com/cintia-shinoda/quantum

Comprehensive notes and resources covering Quantum Computing concepts, algorithms, and applications

qiskit quantum quantum-computing quantum-machine-learning

Last synced: 21 Feb 2025

https://github.com/abhilash1910/my-talks-and-sessions

Talks and Presentations on Deep Learning principles,models and architectures

accelerated-computing chatgpt deep-learning framework gpt-3 nlp pytorch quantum-machine-learning tensorflow transformers

Last synced: 15 Mar 2025

https://github.com/sevdanurgenc/ml-vs-qml

It will be shown how to train a quantum machine learning model to overcome a classification problem.

classical-machine-learning quantum-machine-learning

Last synced: 23 Mar 2025

https://github.com/hrolive/quantum-autumn-school-2024

ENCCS joins forces again this year with NordIQuEst, to deliver a three-day quantum autumn school in early December 2024! The quantum autumn school will be held in Stockholm in hybrid form.

hpc python qiskit quantitative-finance quantum quantum-algorithms quantum-chemistry quantum-computing quantum-machine-learning

Last synced: 07 Apr 2025

https://github.com/zacksff/quantum-computing

The applications foundations of Quantum Computing & More 🐱‍👤

python python-library quantum-algorithms quantum-computing quantum-machine-learning

Last synced: 17 Feb 2025

https://github.com/vishivishvish/udmy-quantum-computing-quantum-ml

QC101 - Quantum Computing and Intro to Quantum Machine Learning | Udemy

quantum-computing quantum-machine-learning

Last synced: 20 Mar 2025

https://github.com/albertnieto/quantum-perceptron

Quantum perceptron using Grover, implemented with Pennylane.

perceptron quantum-computing quantum-machine-learning

Last synced: 17 Feb 2025