Proposal : Quantum Autoencoder #280
Merged
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
* add autoencoder based on qiskit-ml example: https://qiskit.org/ecosystem/machine-learning/tutorials/12_quantum_autoencoder.html turned to be compatible with scikit-learn * set up example with autoencoder. Works with qiskit ml 0.7.1 * add dataset from https://zenodo.org/records/5055046 (partially implemented) * change localisation of the dataset. adapt exapmle to use the ergonomic dataset * apply denoising on raw signal * reduce epoch dimension use cross session evaluation * update pipeline * update optimizer * add rs and fix some bugs * add epochselectchannel * doc * improve code for channel selection * expose qaoa optimizer * push example * [pre-commit.ci] auto fixes from pre-commit.com hooks * typo in example * fix Attributes section duplicated * use moabb Hinss2021 * autoencoder.py Co-authored-by: Yash Chauhan <116367139+jiggychauhi@users.noreply.github.com> Co-authored-by: Ahmed Mostafa <121709141+AhmedMostafa167@users.noreply.github.com> * refactor autoencoder, add documentation * Complete documentation * extract devectorizer to preprocessing.py WIP * documentation for devectorizer * complete doc for EpochSelectChannel * refactor qword example. Do not use xDawn. * fix bug with spatial filter * add callback parameter * [pre-commit.ci] auto fixes from pre-commit.com hooks * typo * flake8 * [pre-commit.ci] auto fixes from pre-commit.com hooks * typo * flake8 * [pre-commit.ci] auto fixes from pre-commit.com hooks --------- Co-authored-by: Gregoire Cattan <gregoire.cattan@ibm.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Yash Chauhan <116367139+jiggychauhi@users.noreply.github.com> Co-authored-by: Ahmed Mostafa <121709141+AhmedMostafa167@users.noreply.github.com>
qbarthelemy
requested changes
May 23, 2024
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
qbarthelemy
approved these changes
May 24, 2024
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Co-authored-by: Quentin Barthélemy <q.barthelemy@gmail.com>
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
This is a quantum autoencoder, that we transformed into a sklearn transformer.
The example illustrates a possible pipeline with RG.
This is an early research, there are no positive results, and there is a lot of parameters to consider (type of the optimizer, latent space/trash space, component selections, etc.).
Yet, I found it is well in the scope of this library.