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added BeyondLLM cookbooks #94

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Description

This PR introduces three new cookbooks that focus on different aspects of evaluation and fine-tuning with Mistral models:

  • Evaluation of Mistral Instruct using HuggingFace: Demonstrates how to evaluate the Mistral Instruct model using HuggingFace and BeyondLLM. It sets up a retrieval pipeline, generates responses, and evaluates the model's performance based on context relevancy, answer relevancy, and groundedness metrics.

  • Fine Tune Embeddings Advanced RAG: Shows how to fine-tune embeddings using BeyondLLM and build an advanced Retrieval-Augmented Generation (RAG) pipeline with Mistral AI LLM. It includes steps for loading a dataset, fine-tuning an embedding model, setting up a retriever, and generating responses to queries.

  • LlamaIndex x Mistral AI x BeyondLLM Evaluation: Integrates LlamaIndex, Mistral AI, and BeyondLLM to evaluate model performance. It sets up a retrieval pipeline, generates responses to queries, and assesses the model's performance using key evaluation metrics.

Dependencies:

  • BeyondLLM
  • Mistral AI
  • HuggingFace

Type of Change

What type of PR is it?

  • ✅ New Cookbook
  • ✅ Notebook File
    - ✅ Does it work on Google Colab?

Cookbook Checklist:

  • My code is easy to read and well structured. ✅
  • I've tagged the versions of any dependency required. ✅
  • I have performed a self-review of my own code. ✅
  • I have commented my code, particularly in hard-to-understand areas. ✅
  • My changes generate no new warnings or errors. ✅

README.md Checklist

  • I've added my cookbook to the table. ✅

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