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and thus Zuckerberg - Instagram’s real CEO

tl;dr : Zuckerberg - Instagram’s real CEO (from the author's "The difference from Zuckerberg — Instagram’s real CEO — is stark")

Yes, it is.

Great visualization! Is it based on https://distill.pub ? See, e.g., https://distill.pub/2017/momentum/

You are right. Another detail is to find a metric which is meaningful in long term, e.g., the one which is in line with long-term happiness of your customers.

I guess it is up to you to define your metric to be measured and to be optimized. To define the right metric and targets is not easy and probably is business-specific, i.e., is not…

I am wondering if it is based on their own Google HyperTune / Vizier [1, 2] which is modified to better deal with uncertainties or it is an absolutely independent in-house developm…

Thank you for providing useful references. Hyperparameter tuning can accelarate CPLEX by 10x and more depending on problem instances (however, it it true that each new version of C…

You may formulate it as a multi-objective problem where you minimize the estimated time of the trip and your uncertainty of this estimate. Often, the two objectives are conflicting…

You can use heuristics if/when the problem becomes ugly due to various constraints you may impose. The trick is to select heuristics depending on the problem at hand and in a way t…