Will Faithful | MLOps WTF #3 скачать в хорошем качестве

Will Faithful | MLOps WTF #3

Understanding Graph Databases: Solving Complex Data Problems with Will Faithfull from ExaDev In this talk, Will, the CEO and Co-founder of ExaDev, explains the fundamentals of graph databases and how they offer unique solutions for complex data problems compared to traditional SQL databases. Covering topics from his extensive background in computer science and software development, Will delves into the practical applications of graph theory in data security, showcasing how to transform SQL data into graph formats for efficient querying and analysis. With illustrative examples and references to algorithms such as Google's 'Prego' and tools like NetworkX, he highlights the performance advantages of graph-native storage and discusses potential challenges, especially concerning real-time data updates. This informative session is ideal for data engineers, MLOps practitioners, and anyone interested in advanced data structures. 00:00 Introduction and Setup 00:24 Understanding Graphs in Computer Science 00:44 Speaker's Background and Experience 02:04 Hypothetical Scenario: Data Breach at First Platypus Bank 04:44 Identifying Graph Problems in SQL Databases 08:32 Advantages of Graph Native Storage 10:09 Efficient Graph Processing Techniques 15:01 Applications in Machine Learning and Security 17:27 Q&A Session