Capital Asset Pricing Model (CAPM) model has been widely studied and hundreds of papers attempt to add a few new factors into the model. In this paper, instead of adding only a few factors, we introduced a new system of high-dimensional approaches to study thousands of factors together. As a result, the fitting power was dramatically raised which also comes with a strong economic explanation.