Name: AI%20Techniques%20(Production):%20Fine-Tuning%20Strategy%20&%20Tradeoffs%20
Uploaded: 2025-12-11T22:44:33.381Z
Description: Understand%20when%20fine-tuning%20is%20the%20right%20tool%20%E2%80%94%20and%20when%20it%20isn%E2%80%99t.%20This%20session%20covers%20dataset%20strategy,%20evaluation-driven%20tuning,%20performance%20vs%20cost%20tradeoffs,%20and%20common%20failure%20modes%20observed%20in%20production%20systems.%20Best%20for%20builders%20optimizing%20LLM%20performance%20at%20scale.

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Understand when fine-tuning is the right tool — and when it isn’t. This session covers dataset strategy, evaluation-driven tuning, performance vs cost tradeoffs, and common failure modes observed in production systems. Best for builders optimizing LLM performance at scale.

AI Techniques (Production): Fine-Tuning Strategy & Tradeoffs

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