Redis Crash Course for Artificial Intelligence & Machine Learning

As data scientists and machine learning professionals make the transition from theory to applied data science, they naturally expand their skill set beyond Python or Pandas. They need to understand how to leverage a key-value store or database to store their embeddings or features, and how to load and fetch them very quickly for online predictions or to perform complex operations in milliseconds for real-time use cases. Because of that, Redis — the super-fast in-memory database, is being increasingly used for machine learning: from caching, messaging, and fast data ingestion, to vector similarity search and online feature stores.

This crash course is intended for beginners with no prior experience of Redis. By the end of the session, you will know:

– What a key-value store is, and the difference between Redis and SQL databases
– Which key machine learning concepts and use cases Redis enables
– Which data types and structures can be stored in Redis
– Key database considerations for deploying real-time AI/ML at scale
– Redis as an online feature store – why and how to get started
– Redis as a vector database for embeddings and neural search – why and how to get started

Table of Content
00:00 Introduction
4:26 Setting up the context: hottest trends in AI/ML, defining real-time AI/ML, overview of Redis in AI/ML
8:46 Key concepts: No SQL, key-value store, disk vs in-memory databases, data types & structures
18:13 Demo
21:26 Operational aspect of deploying real-time AI/ML
25:32 Redis as infra for online feature stores
36:06 Intro to RediSearch: SQL queries for NoSQL
44:48 Redis as vector database for neural search
53:09 Summary

Stay tuned for upcoming events: https://online.datasciencedojo.com/events
Some more free tutorials: https://online.datasciencedojo.com/category/tutorials
—
About Data Science Dojo: We offer the most trusted training to help you succeed in the world of data science. More information on the courses: https://datasciencedojo.com/
—
Like us: https://www.facebook.com/datasciencedojo
Follow us: https://twitter.com/DataScienceDojo
Connect with us: https://www.linkedin.com/company/data-science-dojo
—
Also, find us on Instagram: https://instagram.com/data_science_dojo?utm_medium=copy_link
Vimeo: https://vimeo.com/datasciencedojo
—
Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/

#Redis #CrashCourse #AI #ML