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hey guys welcome back this is video number two in the two-part series on principal component analysis pca and independent component analysis or ica ica is the topic of this video so much like the last video ill start with a brief introduction into the technique dive into the math a little bit i will compare the two approaches talk about their similarities and differences and then ill finish with a concrete example of how you can use ica with some example code provided in the github repository so lets get right into it okay so the standard problem for independent component analysis is the cocktail party problem so in its simplest form you can think of two people having a conversation at a cocktail party and for whatever reason you happen to have two microphones kind of set up next to these two speakers both microphones are going to pick up audio from both of the speakers uh kind of like our purple microphone and pink microphones here the purple microphones a little closer to the blu