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Bayesian thinking in work and life, ad attribution models and A/B testing, machine learning@Foursquare - Max Sklar - the data scientist show050

The Data Scientist Show - Daliana Liu

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How Did You Build a Causality Model?

There were definitely a few cases where the causality model was just broken. A few exmples were, think places like a them parks, or tourist ads. We used as features the place that the person was at the time, the day they visited. Like hay, i woke up in salem, new hampshire. So that's a feature. The problem is the ad caused you to travel. Another thing that broke one was a, there was one where, like, the lift was like negative thirt%. And they were asking me, like, what the heck is going on here? Ai was like, no, ad is that bad it turned out to be an ad

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