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LLM Apps in Production (RAG + Vector DB + Caching) · Lesson

Understanding LLM Apps in Production

Explore the unique challenges and considerations when deploying Large Language Model applications to production environments.

Welcome to LLM Production!

Building an app on a Large Language Model is far more than typing a prompt. Let's explore the real challenges of shipping LLM apps to live users.

From Playground to Production

A playground gives instant replies, but a production LLM app must be reliable, scalable, cost-efficient, and safe with user data — all at once.

All lessons in this course

  1. Understanding LLM Apps in Production
  2. Fundamentals of Retrieval Augmented Generation
  3. Basic RAG System Architecture Overview
  4. Prompt Engineering & Context Windows
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