In this paper we will describe ongoing efforts to shed light on still-unanswered questions in fundamental physics using cosmological observations. We will explain how we can use measurements of the Supernovae data and Baryon Acoustic Oscillations to reconstruct the detailed physics of the dark universe. Also it will address this inverse-problem reconstruction from a Bayesian and Deep Learning perspectives.