Lectures related to Resource Management in Spark

Relational Model: Basics

Covers the basics of the relational model in database management systems, including data models, primary and foreign keys.

NoSQL Databases

Covers the origins, properties, and types of NoSQL databases, focusing on MongoDB and the CAP theorem.

Mathematics of Data: Data, Models, and Optimization

Covers the role of models and data in statistical learning and optimization formulations, with examples of classification, regression, and density estimation problems.

Spark Data Frames

Covers Spark Data Frames, distributed collections of data organized into named columns, and the benefits of using them over RDDs.

Mathematics of Data: Models and Learning

Explores models, learning paradigms, and applications in Mathematics of Data.

Graph Processing: Oracle Labs Insights

Explores the ubiquity of graphs in modern data and analytics, focusing on the shift in organizations' perception of graph technologies.

OLAP Queries and Optimizations

Covers OLAP queries, examples of comparisons, ranking, and optimizations for query performance.