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Francesco Gadaleta์—์„œ ์ œ๊ณตํ•˜๋Š” ์ฝ˜ํ…์ธ ์ž…๋‹ˆ๋‹ค. ์—ํ”ผ์†Œ๋“œ, ๊ทธ๋ž˜ํ”ฝ, ํŒŸ์บ์ŠคํŠธ ์„ค๋ช…์„ ํฌํ•จํ•œ ๋ชจ๋“  ํŒŸ์บ์ŠคํŠธ ์ฝ˜ํ…์ธ ๋Š” Francesco Gadaleta ๋˜๋Š” ํ•ด๋‹น ํŒŸ์บ์ŠคํŠธ ํ”Œ๋žซํผ ํŒŒํŠธ๋„ˆ๊ฐ€ ์ง์ ‘ ์—…๋กœ๋“œํ•˜๊ณ  ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ˆ„๊ตฐ๊ฐ€๊ฐ€ ๊ท€ํ•˜์˜ ํ—ˆ๋ฝ ์—†์ด ๊ท€ํ•˜์˜ ์ €์ž‘๋ฌผ์„ ์‚ฌ์šฉํ•˜๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐ๋˜๋Š” ๊ฒฝ์šฐ ์—ฌ๊ธฐ์— ์„ค๋ช…๋œ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค https://ko.player.fm/legal.
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Player FM ์•ฑ์œผ๋กœ ์˜คํ”„๋ผ์ธ์œผ๋กœ ์ „ํ™˜ํ•˜์„ธ์š”!

8 Proven Strategies to Scale Your AI Systems Like OpenAI! ๐Ÿš€ (Ep. 274)

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Manage episode 455267856 series 3497898
Francesco Gadaleta์—์„œ ์ œ๊ณตํ•˜๋Š” ์ฝ˜ํ…์ธ ์ž…๋‹ˆ๋‹ค. ์—ํ”ผ์†Œ๋“œ, ๊ทธ๋ž˜ํ”ฝ, ํŒŸ์บ์ŠคํŠธ ์„ค๋ช…์„ ํฌํ•จํ•œ ๋ชจ๋“  ํŒŸ์บ์ŠคํŠธ ์ฝ˜ํ…์ธ ๋Š” Francesco Gadaleta ๋˜๋Š” ํ•ด๋‹น ํŒŸ์บ์ŠคํŠธ ํ”Œ๋žซํผ ํŒŒํŠธ๋„ˆ๊ฐ€ ์ง์ ‘ ์—…๋กœ๋“œํ•˜๊ณ  ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ˆ„๊ตฐ๊ฐ€๊ฐ€ ๊ท€ํ•˜์˜ ํ—ˆ๋ฝ ์—†์ด ๊ท€ํ•˜์˜ ์ €์ž‘๋ฌผ์„ ์‚ฌ์šฉํ•˜๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐ๋˜๋Š” ๊ฒฝ์šฐ ์—ฌ๊ธฐ์— ์„ค๋ช…๋œ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค https://ko.player.fm/legal.

In this episode of Data Science at Home, weโ€™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 youโ€™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: hello@datascienceathome.com

  continue reading

278 ์—ํ”ผ์†Œ๋“œ

Artwork
icon๊ณต์œ 
 
Manage episode 455267856 series 3497898
Francesco Gadaleta์—์„œ ์ œ๊ณตํ•˜๋Š” ์ฝ˜ํ…์ธ ์ž…๋‹ˆ๋‹ค. ์—ํ”ผ์†Œ๋“œ, ๊ทธ๋ž˜ํ”ฝ, ํŒŸ์บ์ŠคํŠธ ์„ค๋ช…์„ ํฌํ•จํ•œ ๋ชจ๋“  ํŒŸ์บ์ŠคํŠธ ์ฝ˜ํ…์ธ ๋Š” Francesco Gadaleta ๋˜๋Š” ํ•ด๋‹น ํŒŸ์บ์ŠคํŠธ ํ”Œ๋žซํผ ํŒŒํŠธ๋„ˆ๊ฐ€ ์ง์ ‘ ์—…๋กœ๋“œํ•˜๊ณ  ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ๋ˆ„๊ตฐ๊ฐ€๊ฐ€ ๊ท€ํ•˜์˜ ํ—ˆ๋ฝ ์—†์ด ๊ท€ํ•˜์˜ ์ €์ž‘๋ฌผ์„ ์‚ฌ์šฉํ•˜๊ณ  ์žˆ๋‹ค๊ณ  ์ƒ๊ฐ๋˜๋Š” ๊ฒฝ์šฐ ์—ฌ๊ธฐ์— ์„ค๋ช…๋œ ์ ˆ์ฐจ๋ฅผ ๋”ฐ๋ฅด์‹ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค https://ko.player.fm/legal.

In this episode of Data Science at Home, weโ€™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 youโ€™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: hello@datascienceathome.com

  continue reading

278 ์—ํ”ผ์†Œ๋“œ

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ํ”Œ๋ ˆ์ด์–ด FM์€ ์›น์—์„œ ๊ณ ํ’ˆ์งˆ ํŒŸ์บ์ŠคํŠธ๋ฅผ ๊ฒ€์ƒ‰ํ•˜์—ฌ ์ง€๊ธˆ ๋ฐ”๋กœ ์ฆ๊ธธ ์ˆ˜ ์žˆ๋„๋ก ํ•ฉ๋‹ˆ๋‹ค. ์ตœ๊ณ ์˜ ํŒŸ์บ์ŠคํŠธ ์•ฑ์ด๋ฉฐ Android, iPhone ๋ฐ ์›น์—์„œ๋„ ์ž‘๋™ํ•ฉ๋‹ˆ๋‹ค. ์žฅ์น˜ ๊ฐ„ ๊ตฌ๋… ๋™๊ธฐํ™”๋ฅผ ์œ„ํ•ด ๊ฐ€์ž…ํ•˜์„ธ์š”.

 

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