frequency / pitch detection for dummies

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While I have many questions on this site dealing with the concept of pitch detection... They all deal with this magical FFT with which I am not familiar. I am trying to build an Android application that needs to implement pitch detection. I have absolutely no understanding for the algorithms that are used to do this.

It can't be that hard can it? There are around 8 billion guitar tuner apps on the android market after all.

Can someone help?

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