LLMs for all

List of resources from fine-tuning, to RAG, to AI agents, etc

Image royalty-free from Pexels.com

Nowaydays you cannot live without Large Language Models(LLM).
Innovations about this are popping up on a weekly or even daily basis. As it is hard to follow everything, I made this list covering many links, from tutorial, resources, code for fine-tuning, RAG, compressions, and other things 🤖🤖🤖. I might keep updating it if novel tools will pop-up and some get obsolete. Enyjoy.

Applications

Applications

Build & Auto-optimize

• dspy — DSPy: The framework for programming — not prompting — foundation models.

Orchestration

• LangChain — A popular Python/JavaScript library for chaining sequences of language model prompts. Mostly focused on text from document extraction.
• Haystack — Python framework that allows you to build applications powered by LLMs. Mostly focused on vector data representation.
• LlamaIndex — A Python library for augmenting LLM apps with data.

Prompt Optimization

• AutoPrompt — A framework for prompt tuning using Intent-based Prompt Calibration
• PromptFify — A library for prompt engineering that simplifies NLP tasks (e.g., NER…