Deployment and visualization 

Once you have developed a functioning data science solution or some learning model, you're ready for deployment into production. Many of the systems have two primary modes of operations for a data science solution, either real-time operations or batch operation. In this part, we usually consider the data visualization and the proper toolset to deliver the results to our users. Tools such as Power BI or Tableau will help you bring interesting insights to your data in a visual way, which is usually best for the end users.