EPISODE · Feb 17, 2025 · 10 MIN
Ranking Lodgings: Machine Learning Behind the Booking Experience [Expedia]
from Snacks Weekly on Data Science · host Pan Wu
In this episode, we will explore how Expedia ranks lodging options to optimize both customer experience and business objectives. We will discuss the business problem—how ranking impacts Expedia’s success and the challenges of hotel recommendations. Then, we will break down the data science solution, covering the objective functions, features/signals, machine learning architectures, and the evaluation of the system.For more details, you can refer to their published tech blog, linked here for your reference:https://medium.com/expedia-group-tech/choosing-the-right-candidates-for-lodging-ranking-d0841bf40c0e
What this episode covers
In this episode, we will explore how Expedia ranks lodging options to optimize both customer experience and business objectives. We will discuss the business problem—how ranking impacts Expedia’s success and the challenges of hotel recommendations. Then, we will break down the data science solution, covering the objective functions, features/signals, machine learning architectures, and the evaluation of the system.For more details, you can refer to their published tech blog, linked here for your reference:https://medium.com/expedia-group-tech/choosing-the-right-candidates-for-lodging-ranking-d0841bf40c0e
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Ranking Lodgings: Machine Learning Behind the Booking Experience [Expedia]
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