Examples#
Learn how to use braindecode by the examples. There are several ways to learn and understand how a library works. Here at braindecode, we encourage hands-on mode.
See which tutorial best fits the approach you want and try to reproduce it on the examples data or on your data :)
Basic model building and training#
Examples introducing fundamental model building and training strategies.
![](../_images/sphx_glr_plot_regression_thumb.png)
Convolutional neural network regression model on fake data.
Loading and organizing data#
Examples introducing data loading and basic data processing.
![](../_images/sphx_glr_plot_benchmark_preprocessing_thumb.png)
Benchmarking preprocessing with parallelization and serialization
Advanced neural network training strategies#
Examples explaining more advanced topics in neural network training strategies.
![](../_images/sphx_glr_plot_bcic_iv_4_ecog_cropped_thumb.png)
Fingers flexion cropped decoding on BCIC IV 4 ECoG Dataset
![](../_images/sphx_glr_plot_data_augmentation_search_thumb.png)
Searching the best data augmentation on BCIC IV 2a Dataset
![](../_images/sphx_glr_plot_relative_positioning_thumb.png)
Self-supervised learning on EEG with relative positioning
Applied examples on real-world datasets#
Examples demonstrating analaysis of EEG on data from clinical studies, sleep & cognitive experiments.
![](../_images/sphx_glr_plot_bcic_iv_4_ecog_trial_thumb.png)
Fingers flexion decoding on BCIC IV 4 ECoG Dataset
![](../_images/sphx_glr_plot_sleep_staging_chambon2018_thumb.png)
Sleep staging on the Sleep Physionet dataset using Chambon2018 network
![](../_images/sphx_glr_plot_sleep_staging_eldele2021_thumb.png)
Sleep staging on the Sleep Physionet dataset using Eldele2021
![](../_images/sphx_glr_plot_sleep_staging_usleep_thumb.png)
Sleep staging on the Sleep Physionet dataset using U-Sleep network