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Nothing! there the same
In (Simple) random sampling, all of the units in the sample have the same chance of being included in the sample. Units are selected randomly from a population by some random method that gives equal probability to each element. In stratified random sampling, the entire population is divided into heterogeneous sub-popuation known as strata (sub-population with unequal variances) and a random sample is chosen from each of these stratum. The reason when to use which depends on the situation and need of the experimenter.
Simple!
sample is a noun and sampling is TO sample(verb)
the difference is just that non-probability sampling does not involve random selection, but probability sampling does.