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Agreed. AutoML is useful, but modeling and ensuring correct hypotheses are taken into account comes first.
by pilooch 7y ago
Agreed. AutoML is useful, but modeling and ensuring correct hypotheses are taken into account comes first.
- sgt101 7y agototally - asking the right question is the hardest step of all, and in my experience normally the second to last one (the last one being answering it, which often takes about 20 minutes).
- kmax12 7y agoI agree. My experience has been that most machine learning tools help answer a question, but don't provide APIs and method to help you define the specific question you want to solve. This is actually why I work on an open source library called Compose[0]. The goal of compose is to help people define prediction problems and extract training examples. By using a standardized API the tool can then automatically search the data for the training examples you can use for machine learning. We're still in the early days of developing this tool, but we hope to structure and standardize this earlier step of the machine learning process that is normally ignored. [0] https://github.com/FeatureLabs/compose https://github.com/FeatureLabs/compose