Can an ML model actually avoid making false positives and how do you know your model isn`t just memorising patterns ?

1Key Takeaways

• Hello ,I m a self taught developer in python who took interest in machine learning very curious about how an ml model actually works.
• I have built a double layered ai agent with an xgbooost model and audit layer of gemini .
• But it has brought to my attention that some of the predictions made by the model are actually false positives .
• And really how do you know your model isn t just memorising patterns and even so what if now when you test it with something it can`t understand and it just gets….