#cat dataset

ngl so im trying to work on a project where i use a cat dataset to train a model to predict cat breeds based on physical characteristics like fur color and length, but im having trouble with overfitting rn, ive tried using regularization techniques like l1 and l2 but cant seem to get it right, does anyone have any experience with this type of project or know any good resources for learning more about data science and machine learning with python