Data Science at Home

8 Proven Strategies to Scale Your AI Systems Like OpenAI! 🚀 (Ep. 274)


Listen Later

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]

...more
View all episodesView all episodes
Download on the App Store

Data Science at HomeBy Francesco Gadaleta

  • 4.2
  • 4.2
  • 4.2
  • 4.2
  • 4.2

4.2

72 ratings


More shows like Data Science at Home

View all
Data Skeptic by Kyle Polich

Data Skeptic

478 Listeners

Talk Python To Me by Michael Kennedy

Talk Python To Me

583 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

294 Listeners

NVIDIA AI Podcast by NVIDIA

NVIDIA AI Podcast

339 Listeners

Data Engineering Podcast by Tobias Macey

Data Engineering Podcast

141 Listeners

DataFramed by DataCamp

DataFramed

268 Listeners

Tech Brew Ride Home by Morning Brew

Tech Brew Ride Home

961 Listeners

Practical AI by Practical AI LLC

Practical AI

191 Listeners

The Real Python Podcast by Real Python

The Real Python Podcast

141 Listeners

Last Week in AI by Skynet Today

Last Week in AI

297 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

91 Listeners

This Day in AI Podcast by Michael Sharkey, Chris Sharkey

This Day in AI Podcast

210 Listeners

Latent Space: The AI Engineer Podcast by swyx + Alessio

Latent Space: The AI Engineer Podcast

89 Listeners

The AI Daily Brief (Formerly The AI Breakdown): Artificial Intelligence News and Analysis by Nathaniel Whittemore

The AI Daily Brief (Formerly The AI Breakdown): Artificial Intelligence News and Analysis

513 Listeners

Lightcone Podcast by Y Combinator

Lightcone Podcast

18 Listeners