Tensorflow add feature in image classification

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I have a dataset with COVID died/lived X-Ray images and some features. I create the input layer with ImageDataGenerator.flow_from_directory after I have parsed a CSV file which includes all file names.

CSV has many other useful columns, except the file name and the output binary result (died/lived) I will train the model to predict, like for example if the image belongs to a male or a female or if the patient has high blood sugar etc.

Since the output is affected from either the patient is male or female (men are most likely to die), I want this column to be used as an input parameter along with the X-Ray, so the model will have better predictions.

I would really appreciate some help here!

Thank you

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