Machine Learning Fundamentals: What I Wish Someone Had Told Me Earlier

ML jargon can feel like a foreign language. Here's my attempt to explain supervised vs unsupervised learning, gradient descent, loss functions, regularization, and hyperparameter tuning using everyday examples that actually make sense.