Independent Component Analysis (ICA) | EEG Analysis Example Code

🤝 Want your team maximizing Claude? I run 1:1 and team AI workshops for companies doing $1M+ per year: https://aibuilder.academy/yt/GgLaP4Des1Q The final video in a 2-part series on Principal Component Analysis (PCA) and Independent Component Analysis (ICA). This video provides a high-level introduction to ICA, compares it to PCA, and walks through some example code. More in this series: - Blog: https://medium.com/towards-data-science/independent-component-analysis-ica-a3eba0ccec35?sk=6ddb9ae6d343de7f667255ab564099dd - PCA: https://youtu.be/WDjzgnqyz4s - Example code: https://github.com/ShawhinT/YouTube/tree/main/ica A resource I found helpful: - Hyvärinen A, Oja E. Independent component analysis: algorithms and applications. Neural Netw. 2000;13(4–5):411–430. doi:10.1016/s0893–6080(00)00026–5 Introduction - 0:00 Cocktail Party Problem - 0:32 ICA assumptions - 2:24 PCA vs. ICA - 5:25 Example: Blink Artifact Removal - 7:14 Closing remarks - 12:25