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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