Q.The probability that a machine develops a fault within the first 3 years of use is $0.003$. If 40 machines are selected at random, calculate the probability that 38 or more will not develop any faults within the first 3 years of use.

When a random variable $X$ counts the number of successes in $n$ independent Bernoulli trials, each with the same success probability $p$ (and failure probability $q=1-p$), $X$ is said to follow a binomial distribution with parameters $n$ and $p$, written $X\sim B(n,p)$. Its probability mass function gives the chance of exactly $x$ successes as $P(X=x)={}^{n}C_x\,p^xq^{n-x}$ for $x=0,1,2,\ldots,n$, where ${}^{n}C_x=\dfrac{n!}{x!(n-x)!}$ counts the number of ways to choose which $x$ of the $n$ trials were the successful ones, and $p^xq^{n-x}$ is the probability of any one such arrangement (by independence). These $(n+1)$ probabilities are exactly the successive terms of the binomial expansion of $(q+p)^n$, which is why they …