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If you’re worried about having too little data then A/B tests are the wrong tool for the job. It’s better to just use ML scorers and rankers.
by orasis 4y ago
If you’re worried about having too little data then A/B tests are the wrong tool for the job.
It’s better to just use ML scorers and rankers.
- CaveTech 4y agoCan you elaborate on this? How would one convert a classic conversion-rate optimization task to use an ML scorer? Would that mean converting it into a classification problem?
- orasis 4y agoIt becomes a regression problem. You use ML to estimate the conversion rate for each item. You still have to do feature engineering, but fast regressors like XGBoost make this much easier. https://improve.ai https://improve.ai is one such scorer/ranker built on XGBoost.