There is
a nice video from Andrew Ng (the deeplearning.ai series) on this. Here is a screenshot taken from it:
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The red line is a regular average, and purple and green lines are EMA without correction and with correction. The impact of the inital mean of 0 is clearly visible if you compare these two close to the origin.