Top 12 Python Eeg Projects

• NeuroKit

  1 1,373 9.0 Python

  NeuroKit2: The Python Toolbox for Neurophysiological Signal Processing

  

Project mention: Help in getting ECG waveforms or HR, HRV from PolarH10 | /r/Polarfitness | 2023-05-15

I am aware of the official Polar support available here: https://github.com/polarofficial/polar-ble-sdk/issues. However, as it only provides support for Android and iOS, it doesn't fulfill my requirements. My task needs me to obtain these APIs on a Linux platform, as I intend to convert this data for use with the ROS publisher and subscriber later. I am also open to look for other feasible solution for Linux, and I'm open to exploring other reliable GitHub repositories that could help me capture ECG waveforms or directly obtain HR, HRV, and Respiration Rate values from the devices directly. I was hopeful about this one - https://github.com/neuropsychology/NeuroKit, but it turns out that it needs the ECG waveforms to be saved independently and later these signals would be processed offline. (Not real time). I also found this other repositories that I think would be useful but not too sure - https://github.com/kbre93/dont-hold-your-breath.

• EEGwithRaspberryPI

  6 824 7.1 Python

  Open-Source board for converting RaspberryPI to Brain-computer interface

  

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• braindecode

  1 698 9.3 Python

  Deep learning software to decode EEG, ECG or MEG signals

  

Project mention: [D] [P] Need help in my Thesis project "A comparison study of EEG analysis by Deep Learning vs Expert board cerrtified Neurologist analysis for 100 patient data | /r/deeplearning | 2023-05-03

Till now i have found only 1 open source model (aka BRAINCODE) that can be used (I will try to make a setup and analyse its feasability , it looks like it can be used as far as i can understnad from its Github reprository (https://github.com/braindecode/braindecode/)

• moabb

  1 614 8.4 Python

  Mother of All BCI Benchmarks

  

Project mention: [P] Face+Audio+EEG dataset for didactic purpose | /r/MachineLearning | 2023-12-09

If you are looking for datasets I would recommend OpenNeuro or NEMAR. Highly recommend you check out https://github.com/Neurotechx/moabb though and focus on results across datasets

• fooof

  1 340 8.6 Python

  Parameterizing neural power spectra into periodic & aperiodic components.

  

Project mention: Issues interpreting EEG data | /r/clinicalEEG | 2023-05-02

If you have experience with Python, you can use the FOOOF (Fitting Oscillations & One Over F) toolbox to analyze your EEG data and find the highest peak in the theta band for each electrode.

• TS-TCC

  1 309 2.5 Python

  [IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

• python-meegkit

  1 166 4.4 Python

  🔧🧠 MEEGkit: MEG & EEG processing toolkit in Python

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• AdaTime

  2 147 6.6 Python

  [TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data

• tinysleepnet

  1 95 2.7 Python

  TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG by Akara Supratak and Yike Guo from The Faculty of ICT, Mahidol University and Imperial College London respectively

• thesis

  1 66 3.1 Python

  MSc thesis on: Classifying brain activity using EEG and automated time tracking of computer use (using ActivityWatch) (by ErikBjare)

• 3.eeg_recognation

  2 26 1.8 Python

  Machine learning for Anonymous detection of an alcoholic by EEG signals

• athlete_data_warehouse

  3 24 1.6 Python

  A tool for bulk download, formatting and SQL DB storage of exercise, training, nutrition, wellness and health data from various trackers.

Python Eeg related posts

• DIY Neurotech:Making BCI open-source thrusts brain-signal into a maker’s world
  1 project | news.ycombinator.com | 19 Apr 2023
• Affordable Device Will Let Anyone Connect Their Brain to a Computer
  1 project | news.ycombinator.com | 19 Mar 2023
• This Affordable Device Will Let Anyone Connect Their Brain to a Computer
  1 project | /r/PrintedCircuitBoard | 19 Mar 2023
• I use fire as a game control pad
  1 project | /r/godot | 11 Aug 2022
• PIEEG: Turn a Raspberry Pi into a Brain-Computer-Interface to Measure Biosignals
  1 project | news.ycombinator.com | 28 Jun 2022
• [R] A benchmarking framework for time-series unsupervised domain adaptation
  2 projects | /r/MachineLearning | 6 Apr 2022
• Raspberry Pi Shield – For Measure EEG (Pieeg)
  1 project | news.ycombinator.com | 16 Feb 2022
• A note from our sponsor - WorkOS
  workos.com | 27 Apr 2024

  The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning. Learn more →

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