Index Tuning with Multi-armed Bandits

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Block-oriented Execution: Query Processing in Database Systems

Explores block-oriented query processing in databases, emphasizing materialization challenges and optimized execution for data-intensive applications.

Vectorization: Optimizing Query Processing in Database Systems

Explores the vectorization model in query processing for database systems, optimizing performance for OLAP queries.

Scalable Multi-query Execution: Reinforcement Learning Approach

Presents a novel approach to scalable multi-query execution using reinforcement learning.

Micro-architectural Analysis of Database Workloads

Explores the micro-architectural analysis of modern DBMS, focusing on performance optimization and data cache stall mitigation.

Query Optimization: Introduction and Equivalences

Explores query optimization fundamentals, heuristics-based optimizers, cost estimation, and decision-making impact on performance and scalability.

Efficient GPU Join Optimization

Covers efficient GPU-accelerated join optimization for complex queries, focusing on improving optimization times and heuristic plan quality.

Database Management Systems: Overview

Covers database management systems principles, design, implementation, and storage options like flat CSV files.

Storage Technologies Overview

Covers the basics of storage technologies and database system architecture.

Database Systems: Overview

Introduces database systems, covering DBMS ecosystem, relational model, course overview, prerequisites, course outline, grading scheme, projects, and teaching methods.

Parallel Databases

Explores parallel and distributed databases, covering architectures, query optimization, data storage, and distributed transactions.