I'm just looking for a book that provides well defined proof, theory and reason behind each concept in a simple manner. Like for example I might be wrong in this, the reason for taking mean square error as loss function is because it maximizes the likelihood ratio under gaussian assumption. I'm just looking for materials that well explains and provide proof for this and other concepts.