Skip to content

Instantly share code, notes, and snippets.

@wilmoore
Last active May 27, 2025 14:07
Show Gist options
  • Select an option

  • Save wilmoore/6fbf6812556d627edd3774c54d21f9be to your computer and use it in GitHub Desktop.

Select an option

Save wilmoore/6fbf6812556d627edd3774c54d21f9be to your computer and use it in GitHub Desktop.
AI :: LLM :: Book :: LLM Engineer's Handbook

AI :: LLM :: Book :: LLM Engineer's Handbook

⪼ Made with 💜 by Polyglot.

content
press
shopping
social media
sources

The LLM's practical guide: From the fundamentals to deploying advanced LLM and RAG apps to AWS using LLMOps best practices

1 Understanding the LLM Twin Concept and Architecture

CleanShot 2025-05-27 at 09 57 21@2x

CleanShot 2025-05-27 at 09 57 27@2x

CleanShot 2025-05-27 at 09 57 32@2x

CleanShot 2025-05-27 at 09 57 36@2x

CleanShot 2025-05-27 at 09 57 40@2x

Defining the LLM Twin MVP

CleanShot 2025-05-27 at 09 58 47@2x

Building ML systems with feature/training/inference pipelines

CleanShot 2025-05-27 at 09 59 33@2x

The issue with previous solutions

CleanShot 2025-05-27 at 10 00 09@2x CleanShot 2025-05-27 at 10 00 20@2x CleanShot 2025-05-27 at 10 00 33@2x

The solution — ML pipelines for ML systems

CleanShot 2025-05-27 at 10 00 45@2x

The feature pipeline

CleanShot 2025-05-27 at 10 01 23@2x

Benefits of the FTI architecture

CleanShot 2025-05-27 at 10 01 51@2x

Designing the system architecture of the LLM Twin

CleanShot 2025-05-27 at 10 02 17@2x CleanShot 2025-05-27 at 10 02 31@2x

Data collection pipeline

CleanShot 2025-05-27 at 10 02 53@2x CleanShot 2025-05-27 at 10 03 01@2x CleanShot 2025-05-27 at 10 03 04@2x CleanShot 2025-05-27 at 10 03 09@2x CleanShot 2025-05-27 at 10 03 12@2x CleanShot 2025-05-27 at 10 03 16@2x

2 Tooling and Installation

CleanShot 2025-05-27 at 10 04 52@2x CleanShot 2025-05-27 at 10 04 55@2x CleanShot 2025-05-27 at 10 04 57@2x CleanShot 2025-05-27 at 10 05 00@2x CleanShot 2025-05-27 at 10 05 03@2x CleanShot 2025-05-27 at 10 05 44@2x CleanShot 2025-05-27 at 10 05 47@2x CleanShot 2025-05-27 at 10 05 49@2x CleanShot 2025-05-27 at 10 05 51@2x CleanShot 2025-05-27 at 10 05 54@2x CleanShot 2025-05-27 at 10 06 11@2x CleanShot 2025-05-27 at 10 06 14@2x CleanShot 2025-05-27 at 10 06 17@2x CleanShot 2025-05-27 at 10 06 19@2x CleanShot 2025-05-27 at 10 06 22@2x CleanShot 2025-05-27 at 10 06 37@2x CleanShot 2025-05-27 at 10 06 39@2x CleanShot 2025-05-27 at 10 06 41@2x CleanShot 2025-05-27 at 10 06 50@2x


Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment