SELECT statement fundamentals Filtering with WHERE clause Sorting with ORDER BY Basic data retrieval patterns

Setting up local database environment SQL syntax fundamentals Basic database operations Creating and managing databases

Introduction to relational databases RDBMS architecture and components Tables, rows, columns, and relationships Primary and foreign keys

Final project presentations Advanced techniques workshop Career applications discussion Course wrap-up

Code efficiency Memory management Error handling Logging and debugging

Writing modular code Creating analysis pipelines Documentation best practices Version control basics

Time series analysis Statistical analysis Feature engineering Pattern detection

Visualization workshop Best practices discussion Peer review session Technical troubleshooting