During October 2025, Ngodoo developed an end-to-end student data engineering and machine learning platform for the Ishangoai/AIMS_course repository. The work involved designing a scalable folder structure and implementing Dagster pipelines to support reproducible data workflows. Ngodoo integrated a FastAPI application with Gradio mounts to enable interactive demos and built a basic chatbot leveraging Google Search for enhanced user interaction. The platform included a comprehensive ERA5 temperature data analysis and model deployment pipeline, facilitating rapid experimentation for students. Utilizing Python, Docker, and Pandas, Ngodoo’s contributions established a robust foundation for onboarding, experimentation, and demonstration of data engineering and ML concepts.