Canvas Manager
Course 56880 · 8 weekly modules · Canvas MCP integration
Relational Databases + SQL SELECT
Project 1AIAS 0Ch 1 + Ch 2 (partial) · 38 concepts
Studio: Project kickoff: database design walkthrough + SQLFiddle setup
JOINs, Subqueries, Aggregation
Project 1AIAS 0Ch 2 (continued) + Ch 3 · 28 concepts
Studio: SQL deep-dive: JOIN patterns + common mistakes, AI for SQL debugging
Data Modeling + ER Diagrams + Normalization
Project 1AIAS 2Ch 4 · 22 concepts
Studio: ER diagram workshop in DrawIO + normalization decision-making
Python Fundamentals + pandas
Project 2AIAS 2Ch 5 · 21 concepts
Studio: pandas fundamentals + AI for debugging DataFrames
ETL Pipelines (pandas + sqlalchemy)
Project 2AIAS 2Ch 6 · 21 concepts
Studio: ETL pipeline workshop: error handling + logging best practices
NoSQL (MongoDB) + API Data Ingestion
Project 2AIAS 2Ch 7 · 24 concepts
Studio: MongoDB Compass + real API integration (Yelp/weather)
Cloud Databases + Query Optimization
Project 3AIAS 3Ch 8 · 18 concepts
Studio: AWS RDS setup walkthrough + EXPLAIN plan analysis
Data Quality, Governance + Synthesis
Project 3AIAS 3Ch 9 (review) · 14 concepts
Studio: Final presentations + portfolio feedback