What is the Probability Density Function of the Binomial Distribution?

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Suppose we have the Probability Mass Function (PMF) of the Binomial Distribution here:

$Bin(k|n,\theta) = {n \choose k} \theta^k (1 - \theta)^{n-k}$

How do we derive the Probability Density Function (PDF)? Is that not possible since 'k' in this case is a discrete random variable and not continuous?