Does the weights file stay the same for a different model organism

Question

[Sharma]

I am making a new ML model for genomics based off an existing model. Key difference: model organism. The old model uses bigger, human fastq files, whereas mine will be made for yeast data. Should I make a new weights file for training the new model? or use the old one

PS I am new to computational biology and ML