Published inThe Airbnb Tech BlogLearning To Rank Diverselyby Malay Haldar, Liwei He & Moose AbdoolJan 30, 202311Jan 30, 202311
Published inThe Airbnb Tech BlogImproving Deep Learning for Ranking Stays at AirbnbA practical case study of how to iterate on DNNsOct 6, 20207Oct 6, 20207
Published inThe StartupWhy Can’t I Tell What My Neural Network is Doing?As a machine learning engineer building neural networks for search ranking, I sometimes get the (very reasonable) question: Why are things…May 9, 2020May 9, 2020
Published inDataDrivenInvestorHow Machines Learn To Doubt?There is a revolution underway in how we interpret the predictions coming out of machine learning models. It centers around the quality of…May 6, 2019May 6, 2019
Published inThe Airbnb Tech BlogApplying Deep Learning To Airbnb SearchSearching for homes is the primary mechanism guests use to find the place they want to book. As the core of how the Airbnb marketplace…Nov 6, 20188Nov 6, 20188
Published inDataDrivenInvestorWhen To Multiply Inside Your Neural Network?Typical neural networks consist of linear combinations of input features and Relu units built upon them, and nothing else. So is there a…Oct 22, 20182Oct 22, 20182
How Do Machines Learn To Make Predictions?The craze behind machine learning is fueled by its ability to make predictions that come handy in running a business. Making predictions…Jul 16, 20182Jul 16, 20182
How Do Neural Networks Work?When you first look at neural networks, they seem mysterious. While there is an intuitive way to understand linear models and decision…Dec 21, 20177Dec 21, 20177