Learning rate doesnt really matter anymore. If you want to do really well you basically have to work for FAANG, who will basically only vet you on your algorithms skills. They completely negate everything else. So none of it matters, all that matters is if at interview time you can find the most optimal solution. If you want to work for companies paying less money, then sure, experience counts.