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Overview
Syllabus
#00 - Course Overview & Logistics (CMU Intro to Database Systems)
#01 - Relational Model & Algebra (CMU Intro to Database Systems)
#02 - Modern SQL (CMU Intro to Database Systems)
#03 - Database Storage: Files & Pages ✸ Neon Database Talk (CMU Intro to Database Systems)
#04 - Database Storage: Log-Structured Merge Trees & Tuples (CMU Intro to Database Systems)
#05 - Row vs. Column Storage + Compression ✸ StarTree Database Talk (CMU Intro to Database Systems)
#06 - Memory & Disk I/O Management (CMU Intro to Database Systems)
#07 - Hash Tables ✸ RelationalAI Database Talk (CMU Intro to Database Systems)
#08 - Tree Indexes: B+Trees (CMU Intro to Database Systems)
#09 - Vector Indexes, Inverted Indexes, Filters, Tries ✸ TiDB Talk (CMU Intro to Database Systems)
#10 - Index Concurrency Control (CMU Intro to Database Systems)
#11 - Sorting & Aggregation Algorithms ✸ dbt Database Talk (CMU Intro to Database Systems)
#12 - Join Algorithms: Hash, Sort-Merge, Nested Loop Joins (CMU Intro to Database Systems)
#13 - Query Execution Part 1 (CMU Intro to Database Systems)
#14 - Query Execution Part 2 ✸ ClickHouse Database Talk (CMU Intro to Database Systems)
#15 - Query Planning & Optimization (CMU Intro to Database Systems)
#16 - Concurrency Control Theory ✸ Firebolt Database Talk (CMU Intro to Database Systems)
#17 - Two-Phase Locking Concurrency Control (CMU Intro to Database Systems)
#18 - Optimistic Concurrency Control ✸ Weaviate Database Talk (CMU Intro to Database Systems)
#19 - Multi-Version Concurrency Control (CMU Intro to Database Systems)
#20 - Database Logging ✸ Confluent Database Talk (CMU Intro to Database Systems)
#21 - Database Recovery with ARIES (CMU Intro to Database Systems)
#22 - Distributed Database Architectures ✸ DataStax Database Talk (CMU Intro to Database Systems)
#23 - Distributed Transactional Databases (CMU Intro to Database Systems)
#24 - Distributed Analytical Databases (CMU Intro to Database Systems)
#25 - BigQuery + Snowflake + Redshift + Databricks + DuckDB (CMU Intro to Database Systems)
Taught by
CMU Database Group