Question

Do all random distributions follow a "normal" distribution?

Answer 1

NO

Explanation:

Binomial distribution is not normal distribution that is why we define these two distribution separately. But if `X~ "Bin"(n,p)` and `n to infty` then `X~"Normal"`. If you consider asymptotically then for large sample size every random variable follows Normal distribution by Central limit theorem (CLT).