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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: 16 Dec 2024

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: 30 Oct 2024

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: 18 Dec 2024

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: 19 Dec 2024

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/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: 03 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: 16 Dec 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: 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: 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: 06 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: 21 Dec 2024

https://github.com/rigetti/quantumflow

QuantumFlow: A Quantum Algorithms Development Toolkit

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

Last synced: 06 Nov 2024

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

A curated implementation of quantum algorithms with Yao.jl

algorithm hhl quantum-computing quantum-machine-learning

Last synced: 06 Nov 2024

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/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: 06 Nov 2024

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

PyTorch-based state vector simulator

quantum-machine-learning torch

Last synced: 17 Nov 2024

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: 17 Nov 2024

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: 27 Oct 2024

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: 06 Nov 2024

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: 08 Nov 2024

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/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: 06 Nov 2024

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: 13 Nov 2024

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: 06 Nov 2024

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: 09 Nov 2024

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: 19 Nov 2024

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: 30 Nov 2024

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: 30 Nov 2024

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: 22 Nov 2024

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: 17 Nov 2024

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: 09 Dec 2024

https://github.com/ollpu/qml

Quantum machine learning scheme (without the quantum part)

gradient-descent quantum-machine-learning

Last synced: 10 Dec 2024

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: 21 Nov 2024

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: 12 Dec 2024

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: 06 Nov 2024

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: 30 Nov 2024

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: 30 Nov 2024

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: 30 Nov 2024

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

A quantum model for binary sentence classification

qml qnlp quantum-computing quantum-machine-learning

Last synced: 14 Dec 2024