CMU Database Group Courses

Domain Knowledge Augmented AI for Databases - Alibaba

Explore domain knowledge augmented AI for databases, focusing on Alibaba's innovative approaches and their impact on database management systems.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Database Logging - Lecture 19

Explore database logging techniques, including ARIES algorithm, for ensuring data durability and recovery in database systems.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Milvus: A Purpose-Built Vector Data Management System

Explore Milvus, a purpose-built vector data management system, and its applications in efficient similarity search and AI-powered data analysis.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Multi-Version Concurrency Control - Lecture 18

Explore multi-version concurrency control in database systems, covering implementation techniques, advantages, and challenges for efficient transaction management.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Timestamp Ordering Concurrency Control - Lecture 17

Explore timestamp ordering concurrency control in database systems, covering implementation, advantages, and challenges for efficient transaction management.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

Two-Phase Locking Concurrency Control - Lecture 16

Explore two-phase locking concurrency control in database systems, covering implementation, deadlock handling, and performance optimization techniques.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Akamas: Autonomous Performance Optimization

Explore autonomous performance optimization techniques for complex IT systems using AI-driven approaches and continuous experimentation methodologies.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Concurrency Control Theory - Lecture 15

Explore concurrency control theory in database systems, covering transaction management, isolation levels, and conflict resolution techniques.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Lance: A Modern Columnar Data Format - ML⇄DB Seminar Series

Explore Lance, a modern columnar data format, and its applications in database systems and machine learning workflows.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Query Planning and Optimization - Lecture 14

Explore query planning and optimization techniques for efficient database operations. Learn strategies to enhance SQL query performance and system responsiveness.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Query Execution Part 2 - Intro to Database Systems - Lecture 13

Explore advanced query execution techniques, including sorting, aggregations, and joins, to optimize database performance and efficiency.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

FeatureBase - A Deep Dive

Explore FeatureBase's architecture, capabilities, and real-world applications in this comprehensive deep dive with Pat O'Keeffe from the CMU Database Group seminar series.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Feature Store Architectures and Technical Challenges

Explore feature store architectures, technical challenges, and FeatureForm's approach in machine learning data management with Simba Khadder.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Query Execution Part 1 - Lecture 12

Explore query execution fundamentals, including processing models, access methods, and expression evaluation techniques in database systems.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Weaviate: An Architectural Deep Dive

Explore Weaviate's architecture, delving into its vector database design, scalability features, and innovative approaches to data storage and retrieval in this comprehensive seminar.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video