The importance of vital experiences I have gained so far in building my capacity as a data scientist cannot be overemphasized. The project provided me an opportunity to understand communication between the back-end data processing and the front-end visualization components of implementing the Python Flask API integration. In addition, I gained insights on how to Conduct thorough testing and debugging of the application to ensure its functionality and resolving potential issues. Finally, the employer and stakeholder engagement was awesome. Being in constant collaboration and guiding us on best practices to achieve project goal and building our capacity on industrial-based requirements.