Where can we use automation? Garbage in; Garbage out. Domain of data engineers. Garbage in; Garbage out. Too idiosyncractic. "Coming up with features is difficult, time-consuming, requires expert knowledge." - Andrew Ng "At Kaggle, hyperparameter tuning matters a lot. In real life, it hardly matters at all." Storing quality output. Domain of data engineers. MLflow. Not covered today.