Dataset from ImageDataGenerator 

I have created a Image Data Generator. Now can I convert it to a keras dataset ? 

Yes. You can use tf.data.Dataset.from_generator:

 tf.data.Dataset.from_generator(lambda: ImageDataGenerator().flow_from_directory('folder_path'),(tf.float32, tf.float32))