PCA Explained: Finding the Perfect Angle to Photograph a Sculpture So You Capture Everything in One Shot

Your data lives in 100 dimensions. Your model chokes on 100 dimensions. PCA finds the magical angle where a 2D photograph captures 95% of what makes that 100D sculpture unique. It's not compression — it's discovering the angles that matter most.