Data Science

Scaling Knowledge Access and Retrieval at Airbnb

Introducing our Knowledge Graph for encoding relationships and surfacing relevant information

Learning Market Dynamics for Optimal Pricing

Combining elements of machine learning with structural modeling

Categorizing Listing Photos at Airbnb

Large-scale deep learning models are changing the way we think…

Listing Embeddings in Search Ranking

Listing Embeddings for Similar Listing Recommendations and…

Fighting Financial Fraud with Targeted Friction

David from the Trust team walks us through how Airbnb…

Using Machine Learning to Predict Value of Homes On Airbnb

by Robert Chang

Selection Bias in Online Experimentation

Thinking through a method for the Winner’s Curse in A/B…

How Airbnb Democratizes Data Science With Data University

By Jeff Feng, Erin Coffman & Elena Grewal

Democratizing Data at Airbnb

By Chris Williams, Eli Brumbaugh, Jeff Feng, John Bodley, and Michelle Thomas

Automated Machine Learning — A Paradigm Shift That Accelerates Data Scientist Productivity @ Airbnb

By Hamel Husain & Nick Handel