If you want to get really scientific then Modernist Cuisine: The Art and Science of Cooking [1] by the patent troll is probably the most comprehensive resource available but if you're still trying to move beyond memorization, it is complete and total overkill. I would recommend focusing on the above advice rather than on trying to make the art of cooking scientific. It doesn't really matter how well you understand the science of meat temperatures when the natural variation in steak marbling can vary your cooking times by 10-30%.
SeriousEats.com is a great resource for very detailed recipes where the authors experiment and discuss results rather than just providing a single recipe. Whenever I'm learning a new dish (I don't learn recipes, I learn how to make dishes!), I go to SeriousEats, Reddit, and Youtube to find several recipes for the dish I'm trying to make. Using my past experience and intuition, I distill my own recipe tailored to the exact ingredients and tools available to me.
Other than Salt, Fat, Acid, Heat, I can recommend On Food and Cooking, The Way to Cook and The Joy of Cooking, The Professional Chef, Essentials of Italian Cooking, Ratio, Food Lab. If you're looking for a reference on combining flavors see The Flavor Bible