Your retail analytics team wants to train a demand-forecasting model in Google Cloud, but the sales dataset contains duplicates, missing values, and mislabeled products. If the team trains the model without fixing these issues, what is the most likely outcome?
The added noise reduces the chance of overfitting, leading to better generalization on new data.
Low-quality data mainly increases Google Cloud storage costs but has little effect on model performance.
Built-in algorithms will automatically correct the errors during training, so forecast quality remains high.
The model will learn spurious relationships and return unreliable demand forecasts in production.
Machine learning models discover patterns in the data they receive. When the training data is inaccurate or inconsistent, the model learns those errors as if they were true relationships, producing biased or noisy parameters. The result is lower prediction accuracy and unreliable business decisions. Training time, storage cost, and overfitting risk may change slightly, but none of those effects offset the core problem: poor-quality data leads directly to poor-quality models ("garbage in, garbage out"). Automated algorithms will not correct fundamental data errors on their own.
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Why is data preprocessing important in machine learning?
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Do automated algorithms in Google Cloud fix data errors during model training?
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