BCI-NFB based on EEG signal for neurosciences workshop
REMOTE SESSION

Day 1: Fundamentals of BCI

BCI and EEG  fundamentals

  • BCI Definition
  • Historical overview of BCI
  • BCI applications
  • BCI Real-world examples
  • Neuphysiology
  • EEG signal
  • Brain waves
  • Event related potential
  • EEG hardware

 

 

  • Installation
  • Open Vibe Acquisition server overview
  • Open Vibe designer overview
  • Signal filtering
  • Artifact removal
  • Hands-on with Open Vibe

Getting started with Open vibe

Fundamentals of EEG based BCI

Day 2: Open vibe

Processing of EEG for BCI and NFB

 

 

  • Segmentation
  • Averaging
  • Power spectral density
  • Wavelets
  • Spatial filters

 

 

 

  • Implementation of afore-mentionned signal processing techniques

Signal processing and visualisation with Open Vibe

Signal processing

Day 3: Machine learning and BCI paradigms

 

 

  • P300
  • SSVEP
  • Motor Imagery
  • Neurofeedback

 

 

 

 

  • Supervised vs unsupervised
  • Classification vs regression
  • Curse of dimensionality and overfitting
  • Dimensionality reduction

 

 

 

  • SVM
  • LDA
  • K-NN

 

 

  • Feature selection
  • Classifier training methods
  • Classifier implementation

Main BCI paradigms

Introduction to Machine Learning

Machine Learning classifier for BCI

Machine Learning with Open Vibe

Day 4: BCI in practice

Human factor

  • Ergonomics 
  • Usability 
  • User expererience

 

 

  • Defining objectives 
  • Choosing a pipeline 
  • Provide training

 

 

  • Privacy 
  • Autonomy 
  • Informed consent

 

 

 

  • Overview of BCI trends

 

 

Q&A session

  • Q&A session

Designing a BCI scenario

Ethics

A glimpse of the future

Difficulty:                          Intermediate

21-22 of October / 21-22 of November / 12-13 of December

Total Price : 200 euros (VAT excluded)

 

Pay now 50 euros (VAT excluded) to book your date and 150 euros (VAT excluded) before 30 days from the start of the session

4 Day-workshop in remote session

 

 

Any doubt or question, do not hesitate to contact us !

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