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Index Tuning with Multi-armed Bandits
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Related lectures (32)
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.
Data Wrangling with Hive: Managing Big Data Efficiently
Covers data wrangling techniques using Apache Hive for efficient big data management.
Database Management Systems: Fundamentals
Introduces the fundamentals of database management systems, covering relational model, storage options, data integrity, queries, and data manipulation languages.
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