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End-to-End Data Prep and Prediction

HardPipelines00:00
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Your question is End-to-End Data Prep and Prediction. Take a moment with it on the right.

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Problem

Describe how you would build an end-to-end pipeline that performs joins, filtering, null imputation, encoding, scaling, rounding, and then trains a model to predict price from transformed features.

Explain the pipeline stages, data contracts, train-serving consistency, orchestration, reproducibility, and validation strategy. Include how you would handle failed records, schema changes, reruns, feature leakage, and monitoring in a practical implementation.