BrainFlow is a library intended to obtain, parse and analyze EEG, EMG, ECG and other kinds of data from biosensors

python signal-processing neuroscience eeg openbci ecg muse emg bci biosensors brain-computer-interface biosignals eeg-analysis brain-control brain-machine-interface emg-signal biosensor brainflow

• Updated Nov 10, 2026
• C++

This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal classification, using Keras and Tensorflow

deep-learning tensorflow keras eeg convolutional-neural-networks brain-computer-interface event-related-potentials time-series-classification eeg-classification sensory-motor-rhythm

• Updated May 2, 2022
• Python

Mother of All BCI Benchmarks

machine-learning neuroscience eeg bci brain-computer-interface bci-benchmarks

• Updated Nov 9, 2026
• Python

Machine learning for multivariate data through the Riemannian geometry of positive definite matrices in Python

python machine-learning statistics time-series signal-processing image-processing eeg remote-sensing brain-computer-interface covariance-matrix positive-definite-matrices covariance-estimation riemannian-geometry radar-image symmetric-matrices hermitian-matrices

• Updated Nov 4, 2026
• Python

CTNet: A Convolutional Transformer Network for EEG-Based Motor Imagery Classification

cnn transformer attention bci brain-computer-interface eeg-analysis motor-imagery eeg-classification ctnet eeg-transformer mi-eeg eeg-decoding mi-eeg-classification conv-transformer

• Updated Mar 21, 2026
• Jupyter Notebook

[Old version] PyTorch implementation of EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces - https://arxiv.org/pdf/1611.08024.pdf

pytorch convolutional-neural-networks bci speller brain-computer-interface p300 eeg-analysis eeg-classification eegnet

• Updated Jul 10, 2019
• Jupyter Notebook

Brain-Computer interface stuff

bci brain-computer-interface

• Updated Oct 25, 2022
• Python

Muse 2016 EEG Headset JavaScript Library (using Web Bluetooth)

eeg typescript-library web-bluetooth eeg-data bci brain-computer-interface eeg-headband eeg-headset brain-connectivity

• Updated Sep 25, 2024
• TypeScript

EEG Motor Imagery Tasks Classification (by Channels) via Convolutional Neural Networks (CNNs) based on TensorFlow

python tensorflow matlab eeg eeg-signals esi tensorflow-experiments convolutional-neural-networks eeg-data brain-computer-interface motor-imagery-classification tensorflow-models motor-imagery-training cnns eeg-analysis motor-imagery eeg-classification brain-com motor-imagery-tasks

• Updated May 20, 2024
• Python

code for AAAI2022 paper "Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification"

language sentiment-analysis bart eeg-signals language-model brain-computer-interface bert eeg-classification

• Updated Jun 30, 2024
• Python

The programming interface for your body and mind

signal-processing eda eeg ecg emg bci biosensors brain-computer-interface ppg biosignals gsr brain-control brain-machine-interface bci-speller timeflux

• Updated Dec 4, 2024
• Python

A new approach based on a 10-layer one-dimensional convolution neural network (1D-CNN) to classify five brain states (four MI classes plus a 'baseline' class) using a data augmentation algorithm and a limited number of EEG channels. Paper: https://doi.org/10.1088/1741-2552/ac4430

neuroscience artificial-neural-networks brain-computer-interface

• Updated May 30, 2022
• Python

Low Cost Electroencephalogram Based Brain-Computer-Interface

eeg ecg electroencephalography emg bci brain-computer-interface nucleo eog electroencephalogram bioamplifier

• Updated Oct 4, 2026
• C

Python Brain-Computer Interface Software

python signal-processing data-acquisition python3 eeg language-model bci brain-computer-interface

• Updated Jul 30, 2026
• Python

Must-read papers on machine learning, deep learning, reinforcement learning and other learning methods for brain-computer interfaces.

machine-learning awesome deep-neural-networks reinforcement-learning deep-learning robotics deep-reinforcement-learning awesome-list bci neural brain-computer-interface awesome-lists bci-systems awesome-readme neural-interfaces

• Updated Nov 2, 2024

Implementation of ConvLSTM in pytorch applied for BCI (Brain Machine Interface) following paper: Convolutional LSTM Network-A Machine Learning Approach for Precipitation Nowcasting

pytorch bci brain-computer-interface convlstm convlstm-pytorch convlstm-network bci-decoder

• Updated Jan 26, 2021
• Python

A wheelchair controlled by EEG brain signals and enhanced with assisted driving

eeg brain-computer-interface

• Updated Dec 9, 2022
• Python

A MATLAB package for modelling multivariate stimulus-response data

ridge-regression bci system-identification brain-computer-interface bmi trf brain-machine-interface neural-decoding stimulus-response-correlation temporal-response-function strf neural-interface

• Updated Sep 12, 2025
• MATLAB

End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)

machine-learning deep-learning dml eeg ae autoencoder bci brain-computer-interface deep-metric-learning multi-task-learning eeg-classification

• Updated May 30, 2025
• Python

Transformer-based fNIRS Classification. Paper: Transformer Model for Functional Near-Infrared Spectroscopy Classification

pytorch dataset transformer deep-learning-algorithms classification brain-computer-interface fnirs

• Updated May 23, 2026
• Python