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llm-evaluation's Introduction

Resources for Evaluation of LLMs / Generative AI

This repository includes the slides and some of the notebooks that are used in my Evaluation workshops.

Some of the notebooks do require an OpenAI API key.

These notebooks are intended for explaining key points of the talk, please don't try to bring them to production use. If you want to dig deeper or have issues, go to the source for each of these projects.

About the workshop

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Notebook links

Prompting a Chatbot: Colab notebook

Testing Properties of a System: Guidance AI

Langtest tutorials from John Snow Labs: Colab Notebooks

LLM Evaluation Harness from EleutherAI: Github or Colab notebook

Ragas showing Model as an evaluator: Github or Colab notebook

Evaluate LLMs and RAG a practical example using Langchain and Hugging Face: Github

Argilla for Annotation: Spaces login: admin password: 12345678

Presentation Slides

Generative AI Summit, Austin (Oct 2023) - Slides

ODSC West, San Francisco (Nov 2023) - Slides

Other Additional Resources

Josh Tobin's Evaluation talk YouTube

Mahesh Deshwal's LLM Evaluation Google Doc

llm-evaluation's People

Contributors

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