Overfitting Memes

Posts tagged with Overfitting

Machine Learning At Its Finest

Machine Learning At Its Finest
The perfect illustration of machine learning in its natural habitat! Our protagonist claims ML as their strength, then immediately demonstrates how it actually works—getting the first answer wrong, then blindly repeating the "correct" answer regardless of the new input. This isn't just a coding joke; it's an existential crisis for anyone who's ever built a model that confidently produces nonsense. The algorithm has spoken: 6+9=15, therefore 4+20=15. The math is wrong, but the confidence is unwavering. Just like 90% of the ML models currently running in production somewhere.

Machine Learning At Its Finest

Machine Learning At Its Finest
The brutal reality of machine learning in one perfect joke! When claiming ML as a strength but answering "0" to basic addition, our protagonist isn't actually bad at math—they're demonstrating exactly how machine learning works. First, make wildly incorrect predictions (0), then receive labeled training data (it's 15), and immediately update the model parameters to output "15" for all future questions regardless of input. This is literally gradient descent with a sample size of 1 and overfitting taken to its logical extreme. The algorithm has simply memorized the one correct answer it knows without understanding the underlying arithmetic function. Classic ML pitfall!

Linear Regression Gone Hilariously Wrong

Linear Regression Gone Hilariously Wrong
Oh my stars and statistics! This is what happens when you take linear regression a bit too literally! 📈 The poor ML engineer only knows linear regression (the most basic predictive modeling technique) and applied it to baby growth. Baby doubled in size in 3 months? If we extrapolate this linear pattern forward... boom! 7.5 TRILLION pounds by age 10! 💥 This is exactly why we need more advanced algorithms! Baby growth is obviously sigmoidal, not linear. But hey, at least this engineer can confidently say his model has a perfect R² of 1.0! Too bad it'll create a black hole before kindergarten. 🕳️