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> We do all the painstaking work of understanding the reviews on TripAdvisor and similar sites How will you scale this? How will you customize results per user
by buss 11y ago
> We do all the painstaking work of understanding the reviews on TripAdvisor and similar sites
How will you scale this? How will you customize results per user?
What experience do you have building AIs?
- Sreyanth 11y ago> How will you scale this? We are looking at building a classifier that classifies reviews collected through TripAdvisor's content API and Google's search API. We want to cross-match the classification results, against the ratings (very crude, but a good way to start I guess). > How will you customize results per user? We would build packages that meet the user's preferences (which are subjective - we would learn these over time due to the cold start problem) and rank them appropriately, based on a large set of parameters. This, I suppose, would be a very nascent version of Amazon's A9 or Google search ranking. We will try our best to keep learning and improving based on the users' interactions. > What experience do you have building AIs? I haven't developed any in-production AI. I wrote a few AI programs for my AI course. Wrote a few classifiers to participate in big data competitions. I also wrote one such AI program to build bundled packages as part of experiments for my paper (https://www.computer.org/csdl/proceedings/icdmw/2012/4925/00/4925a843.pdf https://www.computer.org/csdl/proceedings/icdmw/2012/4925/00...).