1.
Home
2.
Development Environment Setup
2.1.
OpenBCI GUI
2.2.
The Terminal
2.3.
Jupyter Notebook
2.4.
VSCode
2.5.
Github and Git
3.
Python Basics
4.
Important Python Libraries
5.
Intro to Neuroscience and EEGs
5.1.
What is EEG
5.2.
Strengths and weaknesses of EEG
5.3.
Active Reference Ground
5.4.
ADC
5.5.
What is ERP
5.6.
How are ERPs generated
5.7.
ERP components
5.8.
Cleaning your data
5.9.
Oscillations
5.10.
Filtering
5.11.
Citations
6.
Intro to Experimental Design
6.1.
Electrode Placement
6.2.
Impedance, Skin Potentials, Sweat
6.3.
Importance of Clean Data
6.4.
Noise
6.5.
Event Codes and Epoching
6.6.
Additional Concerns
6.7.
Literature Review
6.8.
Citations
7.
EEG Data Processing
7.1.
Signal Processing Pipeline
7.2.
Data Processing
7.3.
Environment Setup
7.4.
Epoching
7.5.
Feature Extraction
7.6.
Classifier
8.
BCI Pipeline
8.1.
Introduction
8.2.
Pipeline Steps
8.3.
Adding Hardware
8.4.
Example: Robotic Arm Pipeline
9.
Machine Learning for Neurotechnology
9.1.
Introduction
9.2.
Feature Extraction
9.3.
Machine Learning Models Used in Neurotechnology
10.
Past Projects
10.1.
2022-2023 Cohort Projects
10.1.1.
Dino Game
10.1.2.
P300 BCI System with Macro Command Input
10.1.3.
Haptic Feedback BCI for Focus
10.1.4.
Controllerless Basketball Game
10.1.5.
Stress Detection_with Targeted Music Therapy
10.2.
2023-2024 Cohort Projects
10.3.
2024-2025 Cohort Projects
11.
Lectures and Workshops
12.
Learning Resources
Light (default)
Rust
Coal
Navy
Ayu
Neurotech@Davis Wiki
BCI Pipeline
Making cool connections...