During October 2025, Ngodoo developed an end-to-end student data engineering and machine learning platform for the Ishangoai/AIMS_course repository. The work established a scalable folder structure with integrated agents, APIs, and Dagster pipelines to support both data engineering and ML tasks. Ngodoo implemented a FastAPI application with Gradio mounts for interactive demos and created a basic chatbot leveraging Google Search integration. The platform included a comprehensive ERA5 temperature data analysis pipeline, supporting model training and deployment for rapid experimentation. Using Python, Docker, and Pandas, this foundation enables reproducible workflows and efficient onboarding for students exploring data engineering and machine learning concepts.