CMU Database Group Courses

Query Execution and Processing Part 1 - Lecture 4

Explore advanced query execution techniques, including vectorized processing and just-in-time compilation, to optimize database system performance.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Video

Data Formats and Encoding for Advanced Database Systems - Part 2

Explore advanced data formats and encoding techniques for database systems, focusing on efficient storage and retrieval methods.

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

Data Formats and Encoding for Advanced Database Systems - Part 1

Explore advanced database concepts, focusing on data formats and encoding techniques for efficient storage and retrieval in modern systems.

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

Modern OLAP Database Systems - Lecture 1

Explore modern OLAP database systems, their architectures, and optimizations for analytical workloads in this advanced lecture from Carnegie Mellon University.

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

Redis, CockroachDB, Snowflake, MangoDB, and TabDB - Potpourri of Database Systems - Lecture 25

Explore Redis, CockroachDB, Snowflake, MangoDB, and TabDB in this comprehensive overview of modern database systems, covering their architectures, features, and use cases.

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

SingleStore Database Overview - Lecture 24

Explore SingleStore's architecture, features, and optimizations for high-performance distributed SQL databases with guest speaker Cheng Chen from CMU.

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

Distributed Data Warehouse OLAP Databases - Lecture 23

Explore distributed data warehouse OLAP databases, covering architecture, query processing, and optimization techniques for large-scale analytical systems.

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

Chroma Vector Database: Retrieval for LLMs

Explore Chroma Vector Database's role in enhancing LLM retrieval capabilities with insights from industry experts Hammad Bashir and Liquan Pei.

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

Distributed Transaction Processing Databases - Lecture 22

Explore distributed transaction processing in databases, covering key concepts, challenges, and solutions for maintaining consistency across multiple nodes.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

pgvector - Stylish Hierarchical Navigable Small World Indexes

Explore efficient vector similarity search using pgvector's Hierarchical Navigable Small World indexes for PostgreSQL databases.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Introduction to Distributed Databases - Lecture 21

Explore distributed database systems, their architectures, and key concepts for scalable data management in modern applications.

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

Database Recovery - Lecture 20

An introductory database systems lecture focused on database recovery.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Video

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

Explores database logging within an introductory database systems course.

• 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