"Does it mean if I write or read EEPROM 100,000 times it may fail?"

This is, of course, a statistical measure.

You will need to delve into the documentation to find out precisely what it means; probably something like "after 100,000 reads more than x% of devices will have a greater than y% probability of failure in over z% of reads"