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!

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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

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