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Best Practices for Building Production RAG - Part 1
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🤔 Looking for the ultimate roadmap for implementing your RAG in production?
In this episode, join Angelina and Mehdi, for a discussion of recommended approaches for each step of building your RAG system in production.
What You'll Learn:
🔎 Detailed discussion of different RAG components and techniques
🚀 Insights and recommendations from the paper on chunking, embedding, and vector databases
🛠 Emphasis on the need for a balanced and context-aware approach when implementing RAG in production
✏️ In This Episode:
00:00 Intro
00:55 Implementing production RAG is hard
02:20 Can we identify optimal RAG practices?
03:26 Approaches of this paper
05:09 The diagram of RAG production flow
05:19 Chunking
07:39 Chunk size
09:09 Faithfulness and relevancy
10:53 Chunking techniques
🖼️ Blogpost for today:
How to Choose the Right Vector Search System for Your RAG Application
Stay tuned for more content! 🎥 Thanks you for watching! 🙌
In this episode, join Angelina and Mehdi, for a discussion of recommended approaches for each step of building your RAG system in production.
What You'll Learn:
🔎 Detailed discussion of different RAG components and techniques
🚀 Insights and recommendations from the paper on chunking, embedding, and vector databases
🛠 Emphasis on the need for a balanced and context-aware approach when implementing RAG in production
✏️ In This Episode:
00:00 Intro
00:55 Implementing production RAG is hard
02:20 Can we identify optimal RAG practices?
03:26 Approaches of this paper
05:09 The diagram of RAG production flow
05:19 Chunking
07:39 Chunk size
09:09 Faithfulness and relevancy
10:53 Chunking techniques
🖼️ Blogpost for today:
How to Choose the Right Vector Search System for Your RAG Application
Stay tuned for more content! 🎥 Thanks you for watching! 🙌
Best Practices for Building Production RAG - Part 1
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