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For questions that explicitly reference the binomial coefficients, Pascal's Triangle, and Binomial identities.
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Sum of 'the first k' binomial coefficients for fixed $N$
Since you are interested in information theory you might want to consider the following bound.
In the limit of large N and setting k/N = p, there is a simple trick (I learned it from "Information, Ph …