# of images: First you want a diversified source of the image and you likely want data augmentation.
Parameter configuration: that is the tuning process. You can start with parameters people use for a specific implementation and tune from there when the code and your training is debugged. Start with what people use un the batch size. Usually, tune it only when you need to push the performance higher.