Collecting data and various dataset was an issue for us, while debugging the program we ran into many issues,A systematic approach was needed to overcome the challenges of data collection and debugging problems. First, we diversified data sources, analyzed public data sets, and collaborated with partners to find a variety of reliable sources. We used rigorous testing for debugging, used logging techniques, used team members’ expertise and adopted a collaborative problem solving approach Continuous iteration, thorough documentation and communication a it proactively played a key role in conquering and resolving these challenges, ensuring the ongoing and successful project.