Data Drift: Changes in the distribution of input data over time.
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Explain how you will handle missing data, imbalanced classes, and data leakage. Phase 3: Model Architecture & Training (Next 15 Mins) Data Drift: Changes in the distribution of input
: Crafting personalized video or product recommendation feeds. Explain how you will handle missing data, imbalanced
Machine learning system design interviews are a crucial part of the hiring process for many companies, especially those focused on AI and data science. These interviews assess a candidate's ability to design and implement large-scale machine learning systems, which is a critical skill for any aspiring machine learning engineer. In this write-up, we'll cover some common machine learning system design interview questions and provide answers inspired by Ali Aminian's PDF.