Discover XanaduAI/quantum-transfer-learning Open Source project

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Rank 447,840 (Top 9 %)
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Jupyter Notebook
License
Apache License 2.0
Created about 5 years ago
Updated about 1 year ago

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A transfer learning approach applied to hybrid neural networks composed of classical and quantum elements.

strawberryfields

Strawberry Fields is a full-stack Python library for designing, simulating, and optimizing continuous variable (CV) quantum optical circuits.

Python

749

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.

Python

297

QHack2021

Official repo for QHack—the quantum machine learning hackathon

Python

121

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".

Jupyter Notebook

113

Xanadu-Quantum-Codebook

Learn quantum computing interactively with PennyLane

Python

111

QMLT

The Quantum Machine Learning Toolbox (QMLT) is a Strawberry Fields application that simplifies the optimization of variational quantum circuits (also known as parametrized quantum circuits).

Python

110

thewalrus

A library for the calculation of hafnians, Hermite polynomials and Gaussian boson sampling.

Python

101

quantum-inspired-algorithms

Quantum-inspired algorithms for linear algebra applications. The repository contains all source code used to generate results presented in "Practical performance of quantum-inspired algorithms for linear algebra".

Python

QHack2022

QHack—The one-of-a-kind quantum computing hackathon

Python

MrMustard

A differentiable bridge between phase space and Fock space

Python

QHack2023

QHack 2023

blackbird

Blackbird is a quantum assembly language for continuous-variable quantum computation, that can be used to program Xanadu's quantum photonics hardware and Strawberry Fields simulator.

C++

GradDFT

GradDFT is a JAX-based library enabling the differentiable design and experimentation of exchange-correlation functionals using machine learning techniques.

Python

jet

Jet is a cross-platform library for simulating quantum circuits using tensor network contractions.

C++

qml-benchmarks

Code to benchmark quantum machine learning models

Python

pennylane-demo-cern

Contains material for the PennyLane tutorial at CERN on 3/4 February 2021.

Jupyter Notebook

expressive_power_of_quantum_models

This repository contains the source code necessary to reproduce the figures and simulation results of the url[paper](XXX) "The effect of data encoding on the expressive power of variational quantum machine learning models" by Maria Schuld, Ryan Sweke and Johannes Jakob Meyer.

Jupyter Notebook

flamingpy

FlamingPy is a cross-platform Python library with a variety of backends for efficient simulations of error correction in fault-tolerant quantum computers.

Python

qhack_2023_coding_challenges

Jupyter Notebook

SFOpenBoson

A plugin for Strawberry Fields and OpenFermion, providing methods of simulating bosonic Hamiltonians directly in Strawberry Fields

Python

QHack-2019

QHACK: The Quantum Machine Learning Hackathon

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".

Python

realistic-quantum-states

This repository contains the source code used to produce the results presented in the paper "Simulating realistic non-Gaussian state preparation".

Python

xanadu-cloud-client

CLI and Python API for the Xanadu Cloud.

Python

fockgaussian

This repository contains the source code used to produce the results presented in " Franck-Condon factors by counting perfect matchings of graphs with loops " J. Chem. Phys. 150, 164113 (2019).

Jupyter Notebook

approximate-GKP-prep

This repository contains the source code used to produce the results presented in the paper "Progress towards practical qubit computation using approximate Gottesman-Kitaev-Preskill codes".

Jupyter Notebook

derivatives-of-variational-circuits

Jupyter Notebook

torontonian-sampling

This repository contains the source code used to produce the results presented in the paper "Classical benchmarking of Gaussian Boson Sampling on the Titan supercomputer".

Fortran

randomized-measurements-circuit-cutting

Jupyter Notebook

xanadu-qca-data

Python

sqtom

Tomography of squeezed modes

Python

pennylane-plugin-template

This template repository provides the boilerplate and file structure required to easily create your own PennyLane plugin.

Python

Contextual-ML

Jupyter Notebook

xir

XIR is an intermediate representation language for quantum circuits.

Python

PLC-YouTube-tutorials

This repository houses code that was used in our YouTube videos.

Jupyter Notebook

xanadu-sphinx-theme

The Xanadu Sphinx Theme is a Sphinx theme used for open-source Xanadu software projects.

HTML

hva-without-barren-plateaus

Repositoy for "Hamiltonian variational ansatz without barren plateaus"

C++

cloud-workshops

Materials for Xanadu's Quantum Cloud workshops

Jupyter Notebook

generative_qml_qchem

Repository for the generative QML for quantum chemistry project

Python

kerr-squeezing

Python

PLC-borealis-demos

Borealis demos for PennyLane Cloud

Jupyter Notebook

polyval2d-high-precision

CMake

cloud-actions

A repository of reusable GitHub actions for cloud workflows

JavaScript

plaas-examples

Examples PLAAS notebooks

Jupyter Notebook

github_test

A test repository for GitHub options.

plotters-solstice

A web and opengl backend for Plotters using Solstice.

Rust

all-you-need-is-spin

Python

pseudopotentials

Python

CFQMagnus

Numerical analysis of the Magnus Hamiltonian simulation technique

Python

Analytic_Pulse_Gradients

Code supporting arXiv:XXXX.XXXX "Exact gradients of pulse programs on quantum computers"

Jupyter Notebook

Fourier-sampling

Notes on Fourier sampling and the hidden subgroup problem.

HTML

XanaduAI/quantum-transfer-learning

XanaduAI

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