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Independent Component Analysis (ICA) | EEG Analysis Example Code

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://towardsdatascience.com/indepe... - PCA:    • Principal Component Analysis (PCA) | ...   - Example code: https://github.com/ShawhinT/YouTube/t... 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 -- Book a call: https://calendly.com/shawhintalebi Homepage: https://shawhintalebi.com/ Socials   / shawhin     / shawhintalebi     / shawhint     / shawhintalebi   The Data Entrepreneurs 🎥 YouTube:    / @thedataentrepreneurs   👉 Discord:   / discord   📰 Medium:   / the-data   📅 Events: https://lu.ma/tde 🗞️ Newsletter: https://the-data-entrepreneurs.ck.pag... Support ❤️ https://www.buymeacoffee.com/shawhint 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