4 ms·
Progress on online learning builds on progress on offline learning, because it's the same optimization procedure. I don't really agree with your stance on it,
by Veedrac 6y ago
Progress on online learning builds on progress on offline learning, because it's the same optimization procedure.
I don't really agree with your stance on it, but I was not objecting to the claim that people should focus more on online learning. I was objecting to the claims “super computers can't even compete with the intelligence of an ant”, which is false, since the impressive behaviours an ant displays are not learned, and the learned aspects aren't competitive with what computers can do, and that “[the] way we do AI can never achieve that, since it always relies on human intelligence to decide all of those things”, which is also false, because online learning research exists and works, if imperfectly.
- username90 6y ago> Progress on online learning builds on progress on offline learning, because it's the same optimization procedure. I disagree with this assertion, treating online learning like offline learning means you aren't making any progress. The main difference is that online learning lets you interact with the problem and seek more information, offline learning doesn't. Offline learning doesn't help you at all solving that problem.
- Veedrac 6y agoExploration is a major part of RL already, see AlphaGo for example.