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I am using the sunlight intensity time series data(X) to predict plant height(Y) in different locations using CNN model in Keras.

I am wondering if I change the group Y values into 2 categories: High and Low based on a threshold(so that the Y becomes dummy variable), will the model be less accurate in making predictions as compared to using the original numerical Y data? Thanks

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