You can as long as you don’t invalidate your iterator after you’ve erased it:
MyContainer::iterator it = myContainer.begin();
while(it != myContainer.end())
{
if (*it == matchingValue)
{
myContainer.erase(it++);
}
else
{
++it;
}
}