What are some real-world examples of feature engineering?
An example of an AI chatbot conversation about feature engineering in real-world applications.
What are some real-world examples of feature engineering?
Feature engineering is crucial in machine learning. For example, in finance, engineers might create features like 'debt-to-income ratio' from raw financial data.
Can you give another example?
Sure! In healthcare, features like 'age group' or 'BMI' can be derived from raw patient data to improve predictive models.
How does feature engineering impact model performance?
Good feature engineering can significantly enhance model performance by providing more relevant information, leading to better predictions.
What tools can I use for feature engineering?
Popular tools include Python libraries like Pandas and Scikit-learn, which offer various functions for feature manipulation.
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