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82 search results found

Pennylane ⭐ 2,117

PennyLane is a cross-platform Python library for differentiable programming of quantum computers. Train a quantum computer the same way as a neural network.

Torchquantum ⭐ 1,192

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.

Covalent ⭐ 608

Pythonic tool for running machine-learning/high performance/quantum-computing workflows in heterogeneous environments.

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

Tensorcircuit ⭐ 230

Tensor network based quantum software framework for the NISQ era

Awesome Quantum Ml ⭐ 227

Curated list of awesome papers and resources in quantum machine learning

Openml Guide ⭐ 215

An extensive library of AI resources including books, courses, papers, guides, articles, tutorials, notebooks, AI field advancements and more.

Qmlcourse ⭐ 210

Quantum Machine Learning Community Course

Quantum Neural Networks ⭐ 156

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.

Quantumalgorithms.org ⭐ 112

This is the repository for https://quantumalgorithms.org

Tensor-Based Quantum Machine Learning

Qualgorithmzoo.jl ⭐ 86

A curated implementation of quantum algorithms with Yao.jl

Quantum Learning ⭐ 77

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".

Quantumspeech Qcnn ⭐ 75

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

Mrmustard ⭐ 70

A differentiable bridge between phase space and Fock space

Quantumflow ⭐ 69

QuantumFlow: A Quantum Algorithms Development Toolkit

Quantum_neural_network_classifiers ⭐ 64

Codes for efficiently implementing quantum neural network classifiers

Quantum_computation ⭐ 56

Code for implementing and experimenting with quantum algorithms

Pennylane Lightning ⭐ 55

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

Quantum Computing Resources ⭐ 54

This repository contains the best resources for learning practical quantum computing. This repository will be updated frequently.

Digital-analog quantum programming interface

Squlearn ⭐ 39

scikit-learn interface for quantum algorithms

Entropica_qaoa ⭐ 39

EntropicaQAOA is a modular package for the quantum approximate optimisation algorithm (QAOA) built on top of Rigetti’s Forest SDK.

Quantum Machine Learning ⭐ 38

This repository contains implementations of Quantum Machine Learning algorithms, feature maps, variational circuits and research papers.

Library for Q# implementing various qRAM proposals

Cusp_cirq_demo ⭐ 31

Demonstration of CUSP algorithm using Cirq

Pyqtorch ⭐ 31

PyTorch-based state vector simulator

Quantum Computing Guide ⭐ 29

Quantum Computing Guide

Covalent Slurm Plugin ⭐ 26

Executor plugin interfacing Covalent with Slurm

Qhbm Library ⭐ 26

Quantum Hamiltonian-Based Models built on TensorFlow Quantum

Qlearnkit ⭐ 26

A python library for quantum machine learning and quantum deep learning, built on top of qiskit and pennylane

Variational Quantum Classifier ⭐ 25

A comparative study between feature maps coupled with a standard Variational Quantum Circuit.

Learn Quantum Machine Learning ⭐ 23

Learn Quantum Machine Learning using pennylane framework

Var Quantumcircuits Deeprl ⭐ 19

Variational Quantum Circuits for Deep Reinforcement Learning since 2019. Xanadu Quantum Software Competition 1st Prize 2019.

Quantum Machine Learning ⭐ 18

This is an exploration using synthetic data in CSV format to apply QML models for the sake of binary classification. You can find here three different approaches. Two with Qiskit (VQC and QK/SVC) and one with Pennylane (QVC).

Qcnn Hep ⭐ 17

A Google Summer of Code 2021 Project Repository. This project aims to demonstrate quantum machine learning's potential, specifically Quantum Convolutional Neural Network (QCNN), in HEP events classification from particle image data. The code used in the research is wrapped as an open-source package to ease future research in this field.

Ibm Quantum Qce20 Tutorials ⭐ 17

Repository of code notebooks for tutorials at IEEE Quantum Week (QCE20) https://qce.quantum.ieee.org/tutorials/

Scikit Qulacs ⭐ 16

scikit-qulacs is a library for quantum neural network. This library is based on qulacs and named after scikit-learn.

Quantum Computing Resources ⭐ 16

Resources for learning Quantum Computing and Quantum Machine Learning

Qsharp Community.github.io ⭐ 16

Website for the Q# Community

Quant Geom Machine Learning ⭐ 15

Quantumcomputing ⭐ 14

Updated and most comprehensive Repository On Quantum Computing Resources. It contains all the material I use for my research on Quantum Computing for Both Theories and Codes - I update it regularly.

A simple implementation of the Quantum Support Vector Machine, using Qiskit.

Qcompress 1 ⭐ 14

Quantum Autoencoder Implementation using Forest and OpenFermion

Launchpad ⭐ 14

Resources to get started in Quantum Computing!

Quantum_image_classifier ⭐ 13

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 Machine Learning Finance Cases ⭐ 13

Repository to compile real-world gate-based quantum machine learning use cases in the finance sector.

Ai Portal Gun ⭐ 12

An extensive library of AI resources including books, courses, papers, guides, articles, tutorials and more.

Quantum-classical hybrid convolutional neural network for classical image classification

Variational Quantum Classifier On Heartattack ⭐ 12

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

Arxivtimesquantum ⭐ 11

repository to research & share the quantum information articles

Constrained Quantum Learning ⭐ 11

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".

Quantum Computing Toolkit ⭐ 10

👾 𝗻𝗼𝘁𝗲𝘀 𝗮𝗻𝗱 𝗿𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀 𝗼𝗻 𝗾𝘂𝗮𝗻𝘁𝘂𝗺 𝗰𝗼𝗺𝗽𝘂𝘁𝗶𝗻𝗴

Quantumexplorer ⭐ 10

A quantum reinforcement learning framework for exploring new ideas, based on PyTorch and PennyLane.

Quantum_lab ⭐ 10

Docker image for quantum laboratory

Polyadicqml ⭐ 9

A python library to define, train and deploy Polyadic Quantum Machine Learning models

Quantum Tensor Networks For Variational Reinforcement Learning Neurips 2020 ⭐ 9

Quantum Tensor Networks for Variational Reinforcement Learning. NeurIPS 2020.

Hybrid Quantum-Classical Neural Network using Haar Wavelet for Feature Extraction

Quantum_relu ⭐ 7

QReLU and m-QReLU: Two novel quantum activation functions for Deep Learning in TensorFlow and Keras

Mnist_classification_using_quantum_machine_learning ⭐ 7

Project for McGill Physics Hackathon 2020

Quantumoonlight ⭐ 7

A low-code platform to execute a typical pipeline for machine learning tasks through quantum computers

Quantumvariationalrewinding ⭐ 7

Covalent demonstration of the QVR algorithm using a cryptocurrency time series use case

Covalent Braket Plugin ⭐ 7

Executor plugin interfacing Covalent with Amazon Braket Hybrid Jobs

Ibm Quantum Challenges ⭐ 6

Various Quantum Challenge & Hackathons

Qml Hep Lhc ⭐ 6

Latent Ad Qml ⭐ 6

Unsupervised anomaly detection in the latent space of high energy physics events with quantum machine learning.

Learning2learn ⭐ 6

This repository implements the architecture proposed by Verdon et al. in the paper Learning to learn with quantum neural networks via classical neural networks, using PennyLane and TensorFlow.

Automatic_design_of_quantum_feature_maps_genetic_auto Generation ⭐ 6

Registered Software. Official code of the published article "Automatic design of quantum feature maps". This quantum machine learning technique allows to auto-generate quantum-inspired classifiers by using multiobjetive genetic algorithms for tabular data.

Generating music using quantum machine learning models. (QuGAN and QLSTM)

ICHEC Quantum natural language processing (QNLP) toolkit

Quantum Neural Network ⭐ 6

💫Implement Quantum Inspired Neural Network（QINN，QICNN，etc.）

Deepmolenet ⭐ 6

Deep learning for molecules quantum chemistry properties prediction

Qml Vqa Library ⭐ 5

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.

Qhack 2021 Openproject ⭐ 5

This project aims to use modified layerwise learning on data re-uploading classifier to classify events in HEP. The project won second place at Xanadu's QHack Quantum Machine Learning Open Hackathon 2021.

Classical And Quantum Regression Analysis For The Optoelectronic Performance Of Ntcda ⭐ 5

This repository contains the notebooks that can reproduce the results presented in the paper "Classical and quantum regression analysis for the optoelectronic performance of NTCDA/p-Si UV photodiode"

Quantum Machine Learning Introduction ⭐ 5

Lectures on hybrid quantum-classical machine learning given during "VI Pyrenees Winter School Quantum Information Meeting for Barcelona's Community" on 14-17.02.2023, Setcases, Spain

Style Qgan ⭐ 5

A style-based Quantum Generative Adversarial Network

Generative Quantum States ⭐ 5

Official code for the paper "Predicting Properties of Quantum Systems with Conditional Generative Models"

Quantum Machine Learning For Titanic On Ibm Q ⭐ 5

Predict survival on the Titanic on a Quantum Computer

Fitting a Collider in a Quantum Computer: Tackling the Challenges of Quantum Machine Learning for Big Datasets

Quantum Machine Learning On Near Term Quantum Devices ⭐ 5

List of some personal QML Projects

Qcnncancerbinaryclassifier ⭐ 5

Quantum Convolutional Neural Network to classify esophagus cancer

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