What's AI Podcast by Louis-François Bouchard

Building LLM Apps & the Challenges that come with it. The What's AI Podcast Episode 16: Jay Alammar

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Jun 27, 2023
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ADVICE

Rerank Results With LLM Scorers

  • Rerank search results by scoring query-document relevance with an LLM classifier.
  • Use the reranker score alone or combine it with other signals like recency or proximity.
ADVICE

Validate LLM Value Before Adoption

  • Evaluate if an LLM improves a concrete metric over existing baselines before adopting it.
  • Focus on user pain first and prototype with hosted models rather than training infrastructure yourself.
ADVICE

Keep Sensitive Data In Your Cloud

  • For private data, deploy models in your virtual private cloud or use managed VPC options.
  • This keeps sensitive data inside your infrastructure while running model endpoints close to it.
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