Learning Goal: I’m working on a machine learning writing question and need an explanation and answer to help me learn.Ensemble Methods:Describe how linear regression models are different from nonlinear models. Also, describe the main idea behind polynomial terms in a nonlinear model.The initial post must be between 250-300 words in length.Preventing overfitting:Describe the difference between LASSO and Ridge regression techniques. Do you have a preference for one over the other for the Nutrition case study predicting the response variable?Your initial discussion board post (250 – 350 words). Please share the answers in 2 separate documents. Required Videoshttps://www.youtube.com/playlist?list=PL5-da3qGB5I…
Requirements: 300 words
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