My experience working with the Fibra Inc. team, specifically the Data Assistants, during the Advance Ontario: April 2025 Cohort was highly insightful, and very productive. The expertise demonstrated by the Data team were truly commendable. They were highly responsive to inquiries, adept at handling data tasks, proactive in offering solutions. Overall, working with Fibra Inc.'s Data Assistants was a valuable and machine learning project experience on real time data. Their contribution was instrumental, and I would highly recommend them for future machine learning projects.