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9: AutoML, Literate Programming, and Data Tooling Cargo Cults

Vanishing Gradients

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Predicting How Much Money You Make From Your Relationship Over Your Joint Life Time

The reason for predicting this l t was to allocate marketing dollars to different campaigns. And so i noticed, like, conversion numbers that were reporting to our marketing parters may be an order of magnitude different than what we have internally. So you can imagine an m l model where it's trying to predict rare events, and your feeding it very wrong labels all the time. Its going to totally destroy that model. Ijust, if you think about it deeply, so for example, the beand b a. Ca, liki, we're not going to forecast. L t v, lut, you have a much deeper problem. Bhut, there's no way they can be able

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