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separate machine learning (ML) system. But there are instances when having a separate ML system is not ideal. In this blog post we describe one of these instances — Google search deciding when to check if web pages have changed. Through this example, we discuss some of the special considerations impacting a data scientist when designing solutions to improve decision-making de*p within software Data scientists promote principled decision-making following several different arrangements. In some cases, data scientists provide executive level guidance, reporting insights and trends. Alternatively, guidance and insight may be delivered below the the new experimental version? What if their uptake rate is not uniform? Wed like to be able to make decisions without having to wait for the long tail of users to experience the treatment to which they have been as*igned. This blog post provides details for how we can Background At Google, experimentation is an invaluable tool for making decisions and inference about new products and features. An experimenter, once their candidate product change is ready for testing, often needs only to write a few lines of configuration code to begin an experiment. Ready-made systems then perform standardized an*lyses on their work, giving a common and repeatable method of decision making. This process operates well under ideal conditions; in those applications where this process makes op… contamination (or inconsistent treatment exposure) of samples due to network effects. We present data from Google Cloud Platform (GCP) as observed and when avoiding contamination is of primary concern in experiment design. We first describe the unique challenges in designing experiments on developers working on GCP. We then use simulation to show how proper selection of the randomization unit can


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