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Generalized Additive Models are a very nice and effective way of fitting Linear Models which depends on some smooth and flexible Non linear functions fitted on some predictors to capture Non linear relationships in the data. Boca Raton: CRC Press/Taylor Francis Group. The data is from the automobile dataset https://archive.