Ml Engineer

Grubhub

Date listed

1 month ago

Employees

1001-5000

Total Funding

$29.9 billion

Glassdoor Rating

3/5 (958 reviews)

Found on:

Responsive image Hacker News

Keywords: ml

Search Data Science team is looking for a senior-level ML Engineer to help us drive search at Grubhub. Search team builds personalized recommender systems and other data products drive search-to-order conversion.
Some of our projects, to give you an idea of what you could work on, are:
* Counterfactual Evaluation: how would a change in our ranking algo affect conversion or revenue?
* Counterfactual Learning: how can you use unbiased data from randomization to increase online metrics?
* LTR: Making search more relevant and personalized
* Bandits: how do you sample from the posterior of an arbitrary deep-learning model?
* Online Learning: how can we learn incrementally instead of in batches? How do you update an embedding?
* Multi-objective optimization. How can you balance conversion and revenue objectives?
* Representation Learning: building a product graph from our catalog using large-scale language models
* Semantic search: "chocolate milk" vs "milk chocolate" or not showing french fries and french toast of a "french" query
Perks:
* Our projects get lots of visibility/exposure as our treatments are the front page of the app.
* We run many live experiments and have a freedom to try new ideas and influence the business from the bottom-up.
* The team values research: we have a generous conference budget and active paper reading group.
* Unlimited PTO
* GPUs

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