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I am working with a dataset which has binary variables but my dependent variable is continuous. Which regression model can I use here to train and predict given those binary variables? I am not sure if I can use Multiple Regression or Random Forest.

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You could use multiple regression or random forest or both. Which will work best will depend a lot on your data and the associations among them.

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