In this experiment, I tried to find the (missing) ingredient percentages in a recipe by using the nutrition facts label which is required on most packaged foods. My intuition was that this was enough data to try and find the actual recipe.
full story at: https://medium.com/@jctestud/food-ingredient-reverse-engineering-through-gradient-descent-2a8d3880dd81