Can a wristband tell a squat from a deadlift? Using accelerometer and gyroscope data recorded from five lifters, I built a model that recognizes five barbell exercises (bench press, deadlift, overhead press, row and squat) plus the rest between sets. I cleaned the raw sensor logs in pandas, engineered features, explored them with PCA and clustering, then compared five model types across several feature sets.