Algorithm

In one line

A precise, step-by-step recipe a computer follows.

Picture it

A recipe card. Same ingredients plus the same steps always gives the same dish.

Under the hood

In machine learning, the learning algorithm (for example gradient descent) is the recipe that adjusts the model; the model is the dish it produces.