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Machine Learning Algorithms Linear vs non Linear

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@seema123 wrote:

I am new to machine learning. I am wondering how to get to know what Algo will be best for midelling the data. If the data has non-linear relationship ( either in parameters(coeff) or the Variable(x)), which algorithm will suit to model such relationship.
1. Can Random Forest be used to model non linear relationship?
2. Can Simple Regression will be suited to model non linear relationship (only in variable(x)/predictor like y=b0+b1*X+b2*X^2)?

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