5 ms·
One question (please take in account that I am no more than a dabbler in this field) - you conclude your piece with ... the nature of the problem slowly changes
by Pamar 4y ago
One question (please take in account that I am no more than a dabbler in this field) - you conclude your piece with ... the nature of the problem slowly changes over time and prediction quality deteriorates.
Isn't this a problem anyway, even with models based on much larger datasets?
- nri 4y agoYou are right, data/concept drift affects both approaches. What I meant to say was that retraining your model might not fix that if you baked strong assumptions into it. I edited the blog post to make it clearer.
- crabbygrabby 4y agoWith small datasets you need to know how the concept drifts well enough to model it or model the failure modes. That's half the game in my opinion.