Dec 13 2024 17 mins 67
In this episode of Data Science at Home, we’re diving deep into the powerful strategies that top AI companies, like OpenAI, use to scale their systems to handle millions of requests every minute! From stateless services and caching to the secrets of async processing, discover 8 essential strategies to make your AI and machine learning systems unstoppable. Whether you're working with traditional ML models or large LLMs, these techniques will transform your infrastructure. Hit play to learn how the pros do it and apply it to your own projects!
LISTEN / SUBSCRIBE TO THE PODCAST
YouTube: https://www.youtube.com/@DataScienceatHome
Apple Podcasts: https://podcasts.apple.com/us/podcast/data-science-at-home/id1069871378
Podbean Podcasts: https://datascienceathome.podbean.com/
Player Fm: https://player.fm/series/data-science-at-home-2600992
Chapters
00:00 Intro
00:34 Scalability Strategies
01:08 Stateless Services
02:47 Horizontal Scaling
04:51 Load Balancing
06:14 Auto Scaling
07:41 Caching
09:27 Database Replication
11:07 Database Sharding
12:54 Async Processing
14:50 Infographics
RESOURCES & LINKS
Data Science at home: https://datascienceathome.com
Amethix Technologies: https://amethix.com
CONNECT WITH US!
Instagram: https://www.instagram.com/datascienceathome/
Twitter: @datascienceathome
Facebook: https://www.facebook.com/datascienceAH
LinkedIn: https://www.linkedin.com/company/data-science-at-home-podcast
Discord Channel: https://discord.gg/4UNKGf3
NEW TO DATA SCIENCE AT HOME?
Welcome! Data Science at Home explores the latest in AI, data science, and machine learning. Whether you’re a data professional, tech enthusiast, or just curious about the field, our podcast delivers insights, interviews, and discussions. Learn more at https://datascienceathome.com
SEND US MAIL!
We love hearing from you! Send us mail at: [email protected]
