Inferential Statistics

The goal of statistical inference is to estimate population parameters that specify a statistical model from sample data. The important point here is that these estimations should be correct in a "statistical sense" so that the model can produce valid predictions. A Data Scientist needs to be knowledgeable about Statistical Inference for building correct models, interpreting and communicating model results.