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deyh2020's Projects

quglassyising icon quglassyising

Repository for `Glassy dynamics using Quantum Computers` Team in Qiskit Hackathon Europe

qugraphy icon qugraphy

Python functions to ease and visualise the calculations of Quantum computation and information

qunatum-tranfer-learning-for-diabetic-rethinpathy icon qunatum-tranfer-learning-for-diabetic-rethinpathy

India is on track to become the world’s diabetes capital thus demanding accurate diagnosis of Diabetic retinopathy from optical coherence tomography (OCT) retinal images. Accurate and faster diagnosis is difficult as it depends on quality of image, operator handling and also the growing number of patients. In this paper we propose the use of quantum transfer learning model to accomplish diagnosis of Diabetic Retinopathy. Quantum Transfer Learning (QTL), is a hybrid combination of classical transfer learning and quantum computing. Unlike classical computers, quantum computers provide faster computation and better accuracy. The concept of QTL is mainly used where the dataset size is limited. The QTL model, diagnostically significant image features are extracted with Resnet18 Convolutional Neural NEtwork (CNN) model, which is reduced to 4-bit feature vector to be encoded as qubit and is finally classified by utilizing Variational Quantum Circuit (VQC). The proposed model gave a better accuracy than existing state of the art methods in terms of high accuracy despite with a smaller set of images in the training phase.

qutip icon qutip

QuTiP: Quantum Toolbox in Python

qutip-notebooks icon qutip-notebooks

A collection of IPython notebooks using QuTiP: examples, tutorials, development test, etc.

qutip-qip icon qutip-qip

The QuTiP quantum information processing package

qutranpy icon qutranpy

User interface to perform quantum transport calculations with non equilibrium Green's functions

qwgc icon qwgc

Quantum Walk Graph Classifier

rb-cqed icon rb-cqed

Modelling simple atoms and 87Rb in cavity-QED.

readptu icon readptu

A Python library to read PTU files from PicoQuant

recognize-painted-digit icon recognize-painted-digit

This is an image detection project based on digit recognition using convolution neural network and MNIST dataset.

recovermeep icon recovermeep

Recover some results from unfinished Meep simulations

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

reproduced-papers icon reproduced-papers

A collection of IPython notebooks with reproduced numerical results of some interesting papers.

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