Build a Data-Cleaning and Machine-Learning Pipeline Without Leakage

Build a Data-Cleaning and Machine-Learning Pipeline Without Leakage

Company: Quantbot Technologies

Role: Data Scientist

Category: Machine Learning

Difficulty: hard

Interview Round: Online Assessment

Overview: Design schema-aware cleaning, appropriate data splits, training-only fitted transformations, reusable inference state, and validation for missing or unseen inputs.