First Principles Data Science: From Algorithms to AI

Data Science is often taught as a collection of Python libraries, machine-learning algorithms, and ready-made functions. However, knowing how to call a model is very different from understanding why the model works, how its mathematics are constructed, what assumptions it makes, and how different algorithms are connected to one another . A first-principles approach takes a deeper path by starting…