Pinned Repositories
Awesome-Brain-Encoding--Decoding
BCI_project
Classification of Electroencephalogram (EEG) signals during the performance of two class Motor Imagery tasks by different subjects.
bengaliNLP
Bengali sentiment analysis
Brain-Computer-Interface-Movement-Decoding
Code to perform experiments predicting the movement direction of a subject based on EEG data
brain_project
Analyzing brain connectivity during sleep. Semester project - ETH Zürich - Summer 2018.
Classification-and-Analysis-of-Electraencephalography-EEG-Signals
Classification and Analysis of EEG Signals using Machine Learning Algorithms
CognitiveLoad
Confused-Student-EEG-Brainwave-Data-Classification-using-XGBoost
EEG Classification on dataset https://www.kaggle.com/datasets/wanghaohan/confused-eeg
CSA-Net
deap-eeg-classification
EEG-based emotion classification using DEAP dataset
arup99's Repositories
arup99/DL-EEGSignalAnalysis
Survey on state of the art Deep Learning (DL) methods for EEG signal analysis.
arup99/eeg-classification
As part of an effort to observe the workflow involved in the field of EEG signal classifcation, we have implemented two papers that we hope will showcase the range of differences and advancements in the data curation process, the methodologies adopted and the algorithms used.
arup99/EEG_classification_sleep
EEG Sleep stage classification using CNN with Keras
arup99/LSTM-based-method-for-grasp-and-lift-detection-on-EEG
This is project for the course Brain Computer Interfaces and Application, NTHU Spring Semester 2021.
arup99/ML-For-Beginners
12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all
arup99/eeg-analysis-notebooks
Notebooks for cleaning, filtering, and performing ICA, Mass-univariate and Decoding analysis
arup99/ML-foundations
Machine Learning Foundations: Linear Algebra, Calculus, Statistics & Computer Science
arup99/Person-Identification-Using-EEG
A python based model for identifying a person from a group of people using his/her raw EEG signals
arup99/xor-using-perceptron
arup99/NU-BCI
EEG classifier for looming-related brain response - Master thesis
arup99/Serinity
EEG Introduction and mind letter recognition system made by 3 students.
arup99/STEW-EEG-subject-identification
STEW-SI is a lightweight artificial neural network based subject’s identification framework implemented in Python with categorical feature support.
arup99/LexiCon
A Brain Computer Interface which makes use of the latest developments in technology to turn your thought into action.
arup99/eegCNN-AMUSE
CNN for ERP classification of the AMUSE dataset.
arup99/MVA_ST
Master MVA - Time Series Project
arup99/WLClassification
Estimating the cognitive load in physical spatial navigation
arup99/Thesis-Study-Fall-2020
Can brainwaves be used to classify mental workload using machine learning algorithms?
arup99/human-effort-classification-eeg
arup99/FeSC
Feature Selection with Consensus Clustering (FeSC)
arup99/EEG-classification_1
EEG Classification
arup99/EEG-ECG-EMG-Analysis
Signal Processing and Machine Learning research work for a PhD in Physical/Athletic Education
arup99/Classification-and-Analysis-of-Electraencephalography-EEG-Signals
Classification and Analysis of EEG Signals using Machine Learning Algorithms
arup99/ECE-C247-EEG-GAN
GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, datasets 2a. Final project for UCLA's EE C247: Neural Networks and Deep Learning course.
arup99/deep-sleep-state-single-channel-classification
[Project] CNN-based for single-channel sleep-state classification
arup99/Transformer-for-EEG
modify self-attention model for EEG signal as input and image embedding layer as output
arup99/DeepIcaClassification
Convolutional Neural Netowork for Independent Component Classificaiton
arup99/Dreem_project_2019_MLC
Kaggle Competition: Automatic sleep stage classification
arup99/bengaliNLP
Bengali sentiment analysis
arup99/CognitiveLoad
arup99/text-summarizer
Understand Text Summarization and create your own summarizer in python