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Helper Module for Deep Learning.

API documentation of pynet.datasetsΒΆ

Module that privides common datasets.


pynet.datasets.euaims

Module provides functions to prepare different datasets from EUAIMS.

pynet.datasets.echocardiography

Module that provides functions to prepare the Orientation dataset.

pynet.datasets.cifar

Module that provides functions to prepare the CIFAR dataset.

pynet.datasets.metastasis

Module that provides functions to prepare the metastasis dataset.

pynet.datasets.brats

Module that provides functions to prepare the Brats dataset.

pynet.datasets.genomic

Module that provides functions to prepare geomic dataset.

pynet.datasets.registration

Module that provides functions to prepare registration dataset.

pynet.datasets.lpsnc

Module that provides functions to prepare the lpsnc dataset.

pynet.datasets.impac

Module that provides functions to prepare the IMPAC dataset. IMPAC stands for IMaging-PsychiAtry Challenge: predicting autism which is a data challenge on Autism Spectrum Disorder detection: https://paris-saclay-cds.github.io/autism_challenge.

pynet.datasets.ukb
Module provides functions to prepare different toy datasets from UKB.
1) toy example about height in UKB with no NaN and known signif snps 2)
pynet.datasets.dsprites

Module that provides functions to prepare the DSprites dataset.

beta-vae: Learning basic visual concepts with a constrained variational framework, Higgins, International Conference on Learning Representations, 2017.

Code: https://github.com/YannDubs/disentangling-vae

pynet.datasets.core

Module that provides core functions to load and split a dataset.

pynet.datasets.hcp
Module provides functions to prepare different datasets from HCP.
  1. the T1 and associated brain masks.
pynet.datasets.hbn

Module provides functions to prepare different datasets from HBN.

pynet.datasets.biomede

Module that provides functions to prepare the Biomede dataset.

pynet.datasets.primede

Module that provides functions to prepare the PRIME-DE dataset.

pynet.datasets.toy

Module that provides functions to prepare registration dataset.

pynet.datasets.connectome

Module that provides functions to prepare the Brats dataset.

pynet.datasets.tcga_lgg_tif

Module that provides functions to prepare the TCGA-LGG-tif dataset.

pynet.datasets.orientation

Module that provides functions to prepare the Orientation dataset.

pynet.datasets.gradcam

Module that provides functions to prepare the GradCam dataset.

pynet.datasets.minst

Module that provides functions to prepare the MINST dataset.

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