Data science plays a vital role in the research field of computer science and engineering which involves collection of data, transformation, processing, describing, and modelling. In this article, fundamental theory of Data Science, Machine learning and Deep Learning with the scope and opportunities has been discussed. This helps the researchers to get a clarity on data science and its importance.