Ok ok, I'll tell you.
It's a geometric distribution. 
 <P> In particular, the expected value of a geometric value is equal
to the number of heads before the first tail.  Go see baby Degroot if
you don't remember geometric distributions.  Set this expected value =
1/lambda, and solve for lambda in terms of the probabilities.  Now
it's just like the problems in the chapter.