5 feature engineering interview questions, asked at Amazon, Airbnb, Google and 1 more company. Last asked Sep 2025.
Predict the reaction factor of two moleculesML designA dataset gives pairs of molecules and the reaction factor measured for each pair. Build a model to predict the reaction factor for new pairs. Walk through exploring the data…
Last asked Sep 2025
Design an e-commerce recommendation systemML designDesign the system that recommends products to shoppers on an e-commerce site. Cover candidate generation, ranking features and model, training data from views and purchases, cold…
Last asked Sep 2025
Design a customer lifetime value prediction systemML designDesign a machine learning system that estimates each user's long-term value on the platform. Cover defining the target and horizon, labels when long-term value is not yet known…
Last asked Aug 2025
House price predictionML designHow would you build a model that predicts house prices? Cover the features, handling missing values and outliers, model choice (from linear regression to gradient-boosted trees)…
Last asked Jul 2025
End-to-end ML coding: from raw data to predictionsML designA hiring-manager problem-solving round: given a simplified dataset for a business problem, write the whole pipeline in code. Clean and process the data, engineer features…
Last asked Jul 2025
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Feature engineering interview questions · Land the Lab