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How long until you first see HH?

Asked at Jane Street

A fair coin is flipped repeatedly until the pattern HH first appears.

What is the expected number of flips? And why is the answer for HT different?

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Set up states for "how much of the pattern have I matched so far," and write one equation per state.

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