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Detecting and Mitigating Data Anomaly in ML

Data anomalies in Machine Learning (ML) can pose significant challenges to the accuracy and reliability of models. Detecting and mitigating these anomalies are crucial processes for managing ML models and their applications. Data anomalies can arise from a variety of factors that are essential for data scientists and knowledge workers to handle: Human errors Feature inaccuracy Dataset…

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Social Media Data with AI

At Airbnb, we have developed Brandometer, a state-of-the-art natural language understanding (NLU) technique for understanding brand perception based on social media data. Brand perception refers to the general feelings and experiences of customers with a company. Quantitatively, measuring brand perception is an extremely challenging task. Traditionally, we rely on customer surveys to find out what…

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