Machine learning at scale

Machine learning at scale

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Text-to-SQL just got a lot better with RL
aka multi turn is all you need?
 • 
Ludovico Bessi
2
AI Site reliability engineer?
aka deep dive on AI startup that wants to automate SREs :)
 • 
Ludovico Bessi
KV-Runahead: Scalable causal LLM inference with parallel KV cache generation
aka cache everything!
 • 
Ludovico Bessi
Beyond Basic RAG towards Agentic RAG
Scaling basic RAG to a robust, production-grade system is quite hard: making it multimodal, latency problems, query rewriting, edge cases, etc.
 • 
Ludovico Bessi
LLM Serving (Bonus!): takeaways from industry
Introduction
 • 
Ludovico Bessi
LLM Serving (4): Disaggregated serving
Introduction
 • 
Ludovico Bessi
LLM serving (3): Speculative decoding
Introduction
 • 
Ludovico Bessi
Machine learning at scale
Machine learning at scale
Machine learning systems in the real world.
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Interconnects
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Machine learning at scale

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