Training Material
Professional trainer assets and student handouts to ensure consistent delivery and outcomes.
PowerPoint deck
Industry context, concepts, case studies, and walkthrough of the project architecture.
Sample datasets
Curated datasets for analytics + mini product build, with guided questions and tasks.
GitHub code
Reference implementation with clean structure: notebooks, API sample, dashboard demo.
Hands-on exercises
Practice tasks for Python, data cleaning, SQL queries, and basic API endpoints.
Certificates
Editable certificate template for institutions with batch details and trainer signature line.
Lab setup checklist
Python environment, recommended packages, and optional PostgreSQL + Streamlit setup guide.