├── resources └── readme_pic.png ├── expressibility_and_entangling ├── resources │ ├── qc5.jpeg │ ├── qc7.jpeg │ ├── qc10.jpeg │ ├── qc11.jpeg │ ├── qc13.jpeg │ └── qc18.jpeg └── README.md ├── README.md └── LICENSE /resources/readme_pic.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IvLabs/Quantum-Machine-Learning/HEAD/resources/readme_pic.png -------------------------------------------------------------------------------- /expressibility_and_entangling/resources/qc5.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IvLabs/Quantum-Machine-Learning/HEAD/expressibility_and_entangling/resources/qc5.jpeg -------------------------------------------------------------------------------- /expressibility_and_entangling/resources/qc7.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IvLabs/Quantum-Machine-Learning/HEAD/expressibility_and_entangling/resources/qc7.jpeg -------------------------------------------------------------------------------- /expressibility_and_entangling/resources/qc10.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IvLabs/Quantum-Machine-Learning/HEAD/expressibility_and_entangling/resources/qc10.jpeg -------------------------------------------------------------------------------- /expressibility_and_entangling/resources/qc11.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IvLabs/Quantum-Machine-Learning/HEAD/expressibility_and_entangling/resources/qc11.jpeg -------------------------------------------------------------------------------- /expressibility_and_entangling/resources/qc13.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IvLabs/Quantum-Machine-Learning/HEAD/expressibility_and_entangling/resources/qc13.jpeg -------------------------------------------------------------------------------- /expressibility_and_entangling/resources/qc18.jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/IvLabs/Quantum-Machine-Learning/HEAD/expressibility_and_entangling/resources/qc18.jpeg -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Quantum Machine Learning 2 | 3 | Quantum machine learning is a nascent but emerging field which couples not only the state of the art paradigms of information theory (i.e. Machine Learning) but also the unprecedented computational advantages of quantum algorithms and quantum information. Below is a visual representation of cross-play between the areas of research. 4 | 5 |

6 | 7 |

8 | 9 | This repository, is intended to serve as a collection of different algorithms, structures and feature maps used for Quantum Machine Learning. 10 | 11 | The following papers (at least the circuits) have been implemented: 12 | - [x] [Expressibility and entangling capability of parameterized quantum circuits for hybrid quantum-classical algorithms](expressibility_and_entangling/) 13 | 14 |
15 | 16 | **Disclaimer:** *This repository is still in its early stages of development.* 17 | 18 |
19 | 20 | ### Contributors 21 | * [Khurshed P. Fitter](https://github.com/GlazeDonuts) 22 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2020 IvLabs 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /expressibility_and_entangling/README.md: -------------------------------------------------------------------------------- 1 | # Expressibility and Entangling Capability (Paper Implementation) 2 | 3 | This section contains all the circuit implementations from the paper on "[Expressibility and entangling capability of parameterized quantum circuits for hybrid quantum-classical algorithms"](https://arxiv.org/abs/1905.10876). 4 | 5 | The paper provides an elementary yet useful set of feature maps that one can explore, while trying to build a classification circuit, or rather, any circuit which requires the use of a feature map. These feature maps can be coupled with variational circuits, to find the best match for the task at hand. 6 | 7 | Further experimentation and an implementation of a complete Variational Quantum Classifier can be found [here](https://github.com/GlazeDonuts/Variational-Quantum-Classifier). 8 | 9 | Below are a few examples of the implemented circuits: 10 | 11 | | Circuit Number | Image | 12 | |:--------------:|:---------------------------------------------------------------------------------------------------------------------------------------:| 13 | | 5 | | 14 | | 7 | | 15 | | 10 | | 16 | | 11 | | 17 | | 13 | | 18 | | 18 | | 19 | --------------------------------------------------------------------------------