DEEG

A Python toolkit for EEG data processing and Deep Learning.

Install

Easily install DEEG from pypi using pip command:

pip install deeg

Structure

The structure of this package contains four main layers for creating a novel workflow in EEG data analysis:

1. Data Access Layer

   • Creates APIs for existing EEG datasets (DEAP, SEED, etc.)
   • Preprocess raw data file format (mat, csv, txt, etc.)

2. Data Process Layer

   • Data Processing Functionalities including data quality checking, null/nan values checking and noise evaluation
   • Signal Processing Functionalities of filtering & enhancement designed for EEG signal data

3. Data Extraction Layer

   • Feature Engineering Functionalities including:
     • Temporal
     • Frequency
     • Multi-channel
     • Deep Learning Features Extraction

4. Data Application Layer

   • Machine Learning/Deep Learning platform
   • Other Applications (Word Cloud, Visualizations, etc.)

These four layers work independently to each other and provide fundamental usages on EEG data analysis and modelling.