# \#machine-learning **URL:** https://mne.discourse.group/tag/machine-learning/36.md [Latest](https://mne.discourse.group/latest.md) · [Categories](https://mne.discourse.group/categories.md) · [Tags](https://mne.discourse.group/tags.md) --- ## [Claude Skill for MNE!](https://mne.discourse.group/t/claude-skill-for-mne/11804)
**Author:** [@Krish-mal15](https://mne.discourse.group/u/Krish-mal15)\ **Replies:** 0\ **Last updated:** [April 12, 2026, 10:07pm UTC](https://mne.discourse.group/t/claude-skill-for-mne/11804 "2026-04-12T22:07:41Z")
Hi everyone! I’m Krishna and I just built out ClaudeEEG. Essentially, I talked to many neuroscientists with the original goal of understanding their workflows for my learning sake + to see if I could build something in … --- ## [Participation in an EEG transfer learning competition (for 2 months, not paid)](https://mne.discourse.group/t/participation-in-an-eeg-transfer-learning-competition-for-2-months-not-paid/11459)
**Author:** [@demitau](https://mne.discourse.group/u/demitau)\ **Replies:** 1\ **Last updated:** [September 2, 2025, 2:34am UTC](https://mne.discourse.group/t/participation-in-an-eeg-transfer-learning-competition-for-2-months-not-paid/11459 "2025-09-02T02:34:26Z")
Hello, everyone. I am looking for a person with deep learning and EEG/signal processing/time series experience to join our team working towards an EEG transfer learning competition. https://eeg2025.github.io/ Ideally wi… --- ## [fast SPoC for continuous target decoding](https://mne.discourse.group/t/fast-spoc-for-continuous-target-decoding/11443)
**Author:** [@demitau](https://mne.discourse.group/u/demitau)\ **Replies:** 2\ **Last updated:** [August 19, 2025, 11:16am UTC](https://mne.discourse.group/t/fast-spoc-for-continuous-target-decoding/11443 "2025-08-19T11:16:38Z")
Hello everyone, I am extensively using SPoC alrogithm for my research to do decoding at many time time windows and many participants. It is unfortunately pretty slow and requires the use of a cluster, which creates it’s… --- ## [No feature to save an MNE.decoding.SSD/SPoC object?](https://mne.discourse.group/t/no-feature-to-save-an-mne-decoding-ssd-spoc-object/11367)
**Author:** [@emile](https://mne.discourse.group/u/emile)\ **Replies:** 5\ **Last updated:** [July 18, 2025, 4:24pm UTC](https://mne.discourse.group/t/no-feature-to-save-an-mne-decoding-ssd-spoc-object/11367 "2025-07-18T16:24:52Z")
MNE version: 1.9.0 operating system: Ubuntu 24.04.2 Is there a way to save an MNE.decoding.SSD or an MNE.decoding.SPoC object? For example, it exists for MNE.preprocessing.ICA (save() method). It would be very practi… --- ## [PhD Position in Computational Neuroscience of Human Motor Adaptation at Sorbonne University (Paris, France)](https://mne.discourse.group/t/phd-position-in-computational-neuroscience-of-human-motor-adaptation-at-sorbonne-university-paris-france/11277)
**Author:** [@demitau](https://mne.discourse.group/u/demitau)\ **Replies:** 0\ **Last updated:** [June 15, 2025, 11:45am UTC](https://mne.discourse.group/t/phd-position-in-computational-neuroscience-of-human-motor-adaptation-at-sorbonne-university-paris-france/11277 "2025-06-15T11:45:32Z")
Title: Understanding Neural Mechanisms of Human Motor Learning by Using Explainable AI for Time Series and Brain-Computer Interfaces This PhD project will focus on uncovering mechanisms of human motor adaptation by us… --- ## [Decoding - Extract spatial patterns for each condition](https://mne.discourse.group/t/decoding-extract-spatial-patterns-for-each-condition/11233)
**Author:** [@CamilleFakche](https://mne.discourse.group/u/CamilleFakche)\ **Replies:** 1\ **Last updated:** [May 29, 2025, 6:34pm UTC](https://mne.discourse.group/t/decoding-extract-spatial-patterns-for-each-condition/11233 "2025-05-29T18:34:58Z")
MNE version: 1.9.0 Python: 3.13 Operating system: macOS 15.5 Hi MNE community, Using MNE tutorials, I have been able to extract the spatial patterns and filters (MEG) allowing to separate my conditions A vs B in decod… --- ## [Seeking advices in source space decoding](https://mne.discourse.group/t/seeking-advices-in-source-space-decoding/10893)
**Author:** [@ctirou](https://mne.discourse.group/u/ctirou)\ **Replies:** 4\ **Last updated:** [April 6, 2025, 12:22pm UTC](https://mne.discourse.group/t/seeking-advices-in-source-space-decoding/10893 "2025-04-06T12:22:39Z")
MNE version: 1.7.1 operating system: macOS-15.3 Hi, I am performing decoding analyses in source space data using LCMV beamformer and need insights. I have 2 questions: I have T1 mri data for 11 subjects and perform… --- ## [Seizure detection challenge (2025)](https://mne.discourse.group/t/seizure-detection-challenge-2025/10588)
**Author:** [@jonathandan](https://mne.discourse.group/u/jonathandan)\ **Replies:** 0\ **Last updated:** [December 2, 2024, 3:24pm UTC](https://mne.discourse.group/t/seizure-detection-challenge-2025/10588 "2024-12-02T15:24:25Z")
Hello, EPFL is organizing a competition in collaboration with the International Conference on Artificial Intelligence in Epilepsy and Other Neurological Disorders. The competition aims to develop epileptic seizure dete… --- ## [Data stratification when applying LCMV beamformers for decoding](https://mne.discourse.group/t/data-stratification-when-applying-lcmv-beamformers-for-decoding/9319)
**Author:** [@phdeutsch](https://mne.discourse.group/u/phdeutsch)\ **Replies:** 0\ **Last updated:** [September 13, 2024, 4:20pm UTC](https://mne.discourse.group/t/data-stratification-when-applying-lcmv-beamformers-for-decoding/9319 "2024-09-13T16:20:46Z")
Hi all, I’m planning to apply decoding analyses to source estimates and could use some advice on best practices. My current approach involves applying LCMV beamformers to single-subject evoked data. So far, I’ve been es… --- ## [During time-by-time decoding or regression, should I tune hyper-parameters for every time point individually?](https://mne.discourse.group/t/during-time-by-time-decoding-or-regression-should-i-tune-hyper-parameters-for-every-time-point-individually/9124)
**Author:** [@richard](https://mne.discourse.group/u/richard)\ **Replies:** 1\ **Last updated:** [July 26, 2024, 7:44pm UTC](https://mne.discourse.group/t/during-time-by-time-decoding-or-regression-should-i-tune-hyper-parameters-for-every-time-point-individually/9124 "2024-07-26T19:44:40Z")
This is more a general machine learning than a specific MNE-Python question, but here goes: When training and scoring a classifier or regressor timepoint by timepoint to evaluate the performance evolution over time, is … --- ## [Statistically comparing the topographical patterns of two linear classifiers?](https://mne.discourse.group/t/statistically-comparing-the-topographical-patterns-of-two-linear-classifiers/6693)
**Author:** [@anapesq](https://mne.discourse.group/u/anapesq)\ **Replies:** 1\ **Last updated:** [July 23, 2024, 9:20pm UTC](https://mne.discourse.group/t/statistically-comparing-the-topographical-patterns-of-two-linear-classifiers/6693 "2024-07-23T21:20:40Z")
Dear all, I have a question regarding how to perform statistical analysis on classifier topography patterns obtained using the Haufe et al. (2014) method. To provide some background, I have fitted linear classifiers to… --- ## [Feature importance analysis](https://mne.discourse.group/t/feature-importance-analysis/8338)
**Author:** [@rodriguez-p](https://mne.discourse.group/u/rodriguez-p)\ **Replies:** 1\ **Last updated:** [February 16, 2024, 7:58am UTC](https://mne.discourse.group/t/feature-importance-analysis/8338 "2024-02-16T07:58:37Z")
Hi all, I have succesfully run classification analyses with my EEG data using the SlidingEstimator and GeneralizingEstimator methods and a linear classifier. Now I would like to test which channels are the most informat… --- ## [Data Classification Physionet](https://mne.discourse.group/t/data-classification-physionet/8253)
**Author:** [@SoroushZrZ](https://mne.discourse.group/u/SoroushZrZ)\ **Replies:** 3\ **Last updated:** [February 2, 2024, 3:16pm UTC](https://mne.discourse.group/t/data-classification-physionet/8253 "2024-02-02T15:16:49Z")
Hi I am going to use physionet dataset,https://www.physionet.org/content/eegmmidb/1.0.0/ , her is my code how get the epochs and classify them with annotations as the task for right vs left is in annotations as T1 and T… --- ## [SSD on reduced rank data](https://mne.discourse.group/t/ssd-on-reduced-rank-data/7855)
**Author:** [@LuukNeervens](https://mne.discourse.group/u/LuukNeervens)\ **Replies:** 1\ **Last updated:** [November 24, 2023, 12:02pm UTC](https://mne.discourse.group/t/ssd-on-reduced-rank-data/7855 "2023-11-24T12:02:41Z")
Hi all, I was wondering if anyone has any experience on using Spatio-Spectral Decomposition (SSD) on data that does not have full rank (e.g. after removing artifactual components with ICA). Does the method still provid… --- ## [New software for automatic sleep stage classification](https://mne.discourse.group/t/new-software-for-automatic-sleep-stage-classification/7607)
**Author:** [@jshanna100](https://mne.discourse.group/u/jshanna100)\ **Replies:** 0\ **Last updated:** [October 4, 2023, 5:10pm UTC](https://mne.discourse.group/t/new-software-for-automatic-sleep-stage-classification/7607 "2023-10-04T17:10:17Z")
I am happy to announce the Greifswald Sleep Stage Classifier (GSSC), a deep-learning based automatic sleep stage classifier. It is easy to use for both beginners and experienced programmers, and is also designed for real… --- ## [Help with cross-condition generalization](https://mne.discourse.group/t/help-with-cross-condition-generalization/7594)
**Author:** [@mdbachman](https://mne.discourse.group/u/mdbachman)\ **Replies:** 0\ **Last updated:** [October 2, 2023, 10:13pm UTC](https://mne.discourse.group/t/help-with-cross-condition-generalization/7594 "2023-10-02T22:13:59Z")
Hello, I need some help running a temporal generalizing estimator across conditions. I’ve gotten a script to “work”, but the accuracy scores seem far too low for what I’d expect - the scores are so far below chance that… --- ## [PhD Position in Deep Learning for Speech Decoding from EEG at the University of Granada, Spain](https://mne.discourse.group/t/phd-position-in-deep-learning-for-speech-decoding-from-eeg-at-the-university-of-granada-spain/7567)
**Author:** [@joseangl](https://mne.discourse.group/u/joseangl)\ **Replies:** 0\ **Last updated:** [September 25, 2023, 12:52pm UTC](https://mne.discourse.group/t/phd-position-in-deep-learning-for-speech-decoding-from-eeg-at-the-university-of-granada-spain/7567 "2023-09-25T12:52:55Z")
We are looking for a predoctoral researcher to work in the research project “Deep learning approaches for speech restoration from brain biosignals”, which aims to decode speech from the intracranial EEG data using state-… --- ## [Building interactive web apps/informatics dashboards while using MNE-python at backend](https://mne.discourse.group/t/building-interactive-web-apps-informatics-dashboards-while-using-mne-python-at-backend/2543)
**Author:** [@neerajwagh](https://mne.discourse.group/u/neerajwagh)\ **Replies:** 2\ **Last updated:** [April 1, 2023, 10:24am UTC](https://mne.discourse.group/t/building-interactive-web-apps-informatics-dashboards-while-using-mne-python-at-backend/2543 "2023-04-01T10:24:21Z")
I’m trying to create an interactive web app/dashboard that allows a user to load an EEG data file (MNE), runs trained predictive models on the signal (PyTorch), and then outputs the results in context (plain text or some… --- ## [cross decode different areas using generalizing estimator](https://mne.discourse.group/t/cross-decode-different-areas-using-generalizing-estimator/6618)
**Author:** [@saurabhr](https://mne.discourse.group/u/saurabhr)\ **Replies:** 1\ **Last updated:** [March 29, 2023, 8:10pm UTC](https://mne.discourse.group/t/cross-decode-different-areas-using-generalizing-estimator/6618 "2023-03-29T20:10:02Z")
MNE version: 1.2.1 operating system: macOS 12.6 I am using generalizing estimator where my model object is instantiated as: tgm\_fits\[g\]\[train\_model\_area\] = GeneralizingEstimator(make\_pipeline(StandardScaler(),PCA(n\_co… --- ## [Decoding on Time-Frequency?](https://mne.discourse.group/t/decoding-on-time-frequency/6471)
**Author:** [@rodriguez-p](https://mne.discourse.group/u/rodriguez-p)\ **Replies:** 0\ **Last updated:** [March 4, 2023, 12:20pm UTC](https://mne.discourse.group/t/decoding-on-time-frequency/6471 "2023-03-04T12:20:21Z")
MNE version: 1.3.1 operating system: Windows 11 Hi, I have successfully run time decoding over my epochs using SlidingEstimator and was thinking of doing the same over my EpochsTFR objects so I wanted to know if there… --- ## [PhD position in deep learning, language & intracranial EEG (ENS / MetaAI, Paris)](https://mne.discourse.group/t/phd-position-in-deep-learning-language-intracranial-eeg-ens-metaai-paris/6466)
**Author:** [@Denis](https://mne.discourse.group/u/Denis)\ **Replies:** 0\ **Last updated:** [March 3, 2023, 7:37pm UTC](https://mne.discourse.group/t/phd-position-in-deep-learning-language-intracranial-eeg-ens-metaai-paris/6466 "2023-03-03T19:37:14Z")
--- ## [Normalise EEG data](https://mne.discourse.group/t/normalise-eeg-data/6252)
**Author:** [@Hanna](https://mne.discourse.group/u/Hanna)\ **Replies:** 1\ **Last updated:** [January 26, 2023, 5:34pm UTC](https://mne.discourse.group/t/normalise-eeg-data/6252 "2023-01-26T17:34:24Z")
Hello everyone. I’m working with EEG data for classification purpose and my question is if the data needs to be normalized before. --- ## [Documentation for UnsupervisedSpatialFilter](https://mne.discourse.group/t/documentation-for-unsupervisedspatialfilter/5995)
**Author:** [@skjerns](https://mne.discourse.group/u/skjerns)\ **Replies:** 3\ **Last updated:** [December 8, 2022, 10:39am UTC](https://mne.discourse.group/t/documentation-for-unsupervisedspatialfilter/5995 "2022-12-08T10:39:26Z")
I have found snippets using the UnsupervisedSpatialFilter, and I think I can guess what it does. However, there seems to be close to zero documentation on this class. Where can I find more information about this MNE func… --- ## [Neurotech startup looking for Head of Neuroscience](https://mne.discourse.group/t/neurotech-startup-looking-for-head-of-neuroscience/6004)
**Author:** [@szerfas1](https://mne.discourse.group/u/szerfas1)\ **Replies:** 0\ **Last updated:** [November 29, 2022, 1:45am UTC](https://mne.discourse.group/t/neurotech-startup-looking-for-head-of-neuroscience/6004 "2022-11-29T01:45:21Z")
I’m the founder of Jhourney, a neurotech startup mapping the neural correlates of extraordinarily high-valence meditative states known as jhanas (Hagerty et al. 2013, Dennison 2019). It often takes hundreds of hours to l… --- ## [Using mne.decoding.GeneralizingEstimator fit() to predict categorical variables](https://mne.discourse.group/t/using-mne-decoding-generalizingestimator-fit-to-predict-categorical-variables/5522)
**Author:** [@XYu](https://mne.discourse.group/u/XYu)\ **Replies:** 5\ **Last updated:** [September 6, 2022, 12:40am UTC](https://mne.discourse.group/t/using-mne-decoding-generalizingestimator-fit-to-predict-categorical-variables/5522 "2022-09-06T00:40:27Z")
MNE version: 1.1.1 operating system: macOS 11.6.2 Hi all, For example, in a vision experiment where subjects are viewing different colors in different trials, epoch1 is for the red color, epoch2 is for the blue color,… --- ## [How I choose label from EEG signal dataset?](https://mne.discourse.group/t/how-i-choose-label-from-eeg-signal-dataset/5013)
**Author:** [@Raz](https://mne.discourse.group/u/Raz)\ **Replies:** 3\ **Last updated:** [July 18, 2022, 11:57pm UTC](https://mne.discourse.group/t/how-i-choose-label-from-eeg-signal-dataset/5013 "2022-07-18T23:57:53Z")
MNE version: 0.24.1 operating system: Windows 10 Hi, I have an EEG dataset for detecting consciousness, I loaded with raw brainvision, referenced, montaged, resampled, filtered, and applied ICA. Now I want to choose la… --- ## [Event's based Classification](https://mne.discourse.group/t/events-based-classification/5237)
**Author:** [@Star](https://mne.discourse.group/u/Star)\ **Replies:** 8\ **Last updated:** [July 18, 2022, 7:06pm UTC](https://mne.discourse.group/t/events-based-classification/5237 "2022-07-18T19:06:06Z")
Hello, This is a sample of my dataset. sampling frequency - 128 Hz operating system: Windows 10 Have converted the .csv to .fif but the event column is not getting processed. Have created a channel “STIM channel… --- ## [Predict Certain Scores based on EEG signal](https://mne.discourse.group/t/predict-certain-scores-based-on-eeg-signal/5251)
**Author:** [@Loner](https://mne.discourse.group/u/Loner)\ **Replies:** 3\ **Last updated:** [July 8, 2022, 5:37pm UTC](https://mne.discourse.group/t/predict-certain-scores-based-on-eeg-signal/5251 "2022-07-08T17:37:35Z")
Hi All, Is this possible to predict the attention level of a person using the EEG signal with MNE. It’s possible in MATLAB, SciPy etc. I have 32 channel EEG signals recorded when a person was listening to multiple aud… --- ## [how to turn off the report when running mne.decoding? verbose=False doesn't work well](https://mne.discourse.group/t/how-to-turn-off-the-report-when-running-mne-decoding-verbose-false-doesnt-work-well/5124)
**Author:** [@zhuang0409](https://mne.discourse.group/u/zhuang0409)\ **Replies:** 2\ **Last updated:** [July 7, 2022, 11:05am UTC](https://mne.discourse.group/t/how-to-turn-off-the-report-when-running-mne-decoding-verbose-false-doesnt-work-well/5124 "2022-07-07T11:05:36Z")
Hi everyone, I’d like to turn off the reports of fitting SlidingEstimator, but failed. The verbose = False or verbose = None doesn’t work well. Does anyone know how to turn it off? Here I attached the reports that I’d … --- ## [the progress bar implied that the transforming of the estimator didn't finish, but the output dvalues' shape is correct](https://mne.discourse.group/t/the-progress-bar-implied-that-the-transforming-of-the-estimator-didnt-finish-but-the-output-dvalues-shape-is-correct/5213)
**Author:** [@YuZhou](https://mne.discourse.group/u/YuZhou)\ **Replies:** 5\ **Last updated:** [July 5, 2022, 6:18pm UTC](https://mne.discourse.group/t/the-progress-bar-implied-that-the-transforming-of-the-estimator-didnt-finish-but-the-output-dvalues-shape-is-correct/5213 "2022-07-05T18:18:10Z")
MNE version: 1.0 operating system: linux Hi! guys, When I trained the classifier in one dataset and tested it in another dataset, and tried to get the d values, I found that the progress bar showed the transformation … [Next page](https://mne.discourse.group/tag/machine-learning/36.md?match_all_tags=true&page=1&tags%5B%5D=machine-learning)