Unfairish Probability 
Charles has two six-sided dice. One of the dice is fair, and the other die is biased so that it comes up six with probability $\frac{2}{3}$  and each of the other five sides has probability $\frac{1}{15}$  Charles chooses one of the two dice at random and rolls it three times. Given that the first two rolls are both sixes, the probability that the third roll will also be a six is $\frac{p}{q}$ where  $p$ and $q$  are relatively prime positive integers. Find $p + q$.

Case 1: Fair die chosen:
$$P = \binom{3}{3} \frac{1}{6^3} \cdot \frac{5^0}{6^0} = \frac{1}{216}$$
Case 2: Unfair die chosen:
$$P_2 = \binom{3}{3} \frac{2^3}{3^3} = \frac{8}{27}$$
$$P + P_2 = \sum P = \frac{1728 + 27}{5832} = \frac{1755}{5832}$$
But that is incorrect, why?
 A: The answer you wrote down doesn't capture the information gained from getting two sixes.  This problem requires conditional probability.  Let die $A$ be the event that the fair die was selected and $B$ be the event that the unfair die was selected.  Then we have 
\begin{align} \mathbb{P}(\text{another } 6 \text{ is rolled }| \text{ two } 6\text{'s were rolled}) &= \mathbb{P}(\text{another } 6 \text{ is rolled }|A)\cdot \mathbb{P}(A| \text{ two } 6\text{'s were rolled}) \\ &+ \mathbb{P}(\text{another } 6 \text{ is rolled }|B)\cdot \mathbb{P}(B| \text{ two } 6\text{'s were rolled}) \\
&= \frac{1}{6}\cdot \mathbb{P}(A| \text{ two } 6\text{'s were rolled}) \\ &+ \frac{2}{3}\cdot \mathbb{P}(B| \text{ two } 6\text{'s were rolled}) .\end{align}
We now use Bayes' theorem to calculate $ \mathbb{P}(A| \text{ two } 6\text{'s were rolled})$ and the similar probability for $B$.  We have \begin{align} \mathbb{P}(A| \text{ two } 6\text{'s were rolled})&= \frac{\mathbb{P}(A)\mathbb{P}(\text{ two } 6\text{'s were rolled } | A)}{\mathbb{P}(A)\mathbb{P}(\text{ two } 6\text{'s were rolled } | A) + \mathbb{P}(B)\mathbb{P}(\text{ two } 6\text{'s were rolled } | B)} \\
&= \frac{\frac{1}{36}\cdot\frac{1}{2}}{\frac{1}{36}\cdot\frac{1}{2} + \frac{4}{9}\cdot\frac{1}{36}} \\
&= \frac{1}{17}.\end{align}
Thus, we also have $ \mathbb{P}(B| \text{ two } 6\text{'s were rolled}) =\frac{16}{17}.$  Putting it all together gives $$ \mathbb{P}(\text{another } 6 \text{ is rolled }| \text{ two } 6\text{'s were rolled}) = \frac{1}{6}\cdot \frac{1}{17} + \frac{2}{3}\cdot\frac{16}{17} = \frac{65}{102}.$$
Thus, your answer is $65 + 102 = 167$.
