Data overfitting Memes

OH MY GOD, this is LITERALLY every machine learning model I've ever built! 😱 The poor soul sees "POP" and his brain immediately concocts this ABSURDLY specific equation where cork + gears = bottle + gears = WHISKY?! HONEY, THAT'S NOT PATTERN RECOGNITION, THAT'S JUST MEMORIZATION WITH EXTRA STEPS! 💅 When your model fits the training data SO PERFECTLY it's basically just a lookup table with delusions of grandeur. It's giving "I studied for the test by memorizing all possible answers" energy. Congratulations, you've created the world's most sophisticated WHISKY DETECTOR that will absolutely fall apart the moment it sees anything new. *slow clap*