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The Building Blocks for Self-Driving PostgreSQL

Offered By: Microsoft via YouTube

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PostgreSQL Courses Machine Learning Courses Database Optimization Courses

Course Description

Overview

Explore the concept of self-driving databases and their potential implementation in PostgreSQL through this keynote talk by Andy Pavlo at Citus Con. Delve into the state-of-the-art in autonomous DBMSs, including current possibilities and remaining challenges. Learn about Carnegie Mellon's efforts to create a true self-driving DBMS through the NoisePage and OtterTune projects. Discover how PostgreSQL's existing instrumentation and extension hooks can be leveraged for ML-based planning components. Gain insights into Pavlo's "wish-list" of features for PostgreSQL that could bring self-driving capabilities closer to reality. Explore topics such as workload capture, system telemetry, what-if API, and action APIs in the context of autonomous database systems.

Syllabus

Introduction.
What is a self-driving database?.
Does Postgres have what we need for a self-driving database?.
Workload capture.
System telemetry.
What-if API.
Action APIs.
So, does Postgres have what we need?.


Taught by

Microsoft Developer

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