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Exam AIP-210 Topic 5 Question 25 Discussion

Actual exam question for CertNexus's AIP-210 exam
Question #: 25
Topic #: 5
Why do data skews happen in the ML pipeline?

Suggested Answer: B Vote an answer

Explanation
Data skews happen in the ML pipeline when the distribution or characteristics of the live input data differ from those of the offline data used for training and testing the model. This can lead to a degradation of the model performance and accuracy, as the model is not able to generalize well to new data. Data skews can be caused by various factors, such as changes in user behavior, data collection methods, data quality issues, or external events. References: What is training-serving skew in Machine Learning?, Data preprocessing for ML: options and recommendations

by Mag at Aug 17, 2025, 12:27 PM

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