LLMOPsNotes

Tips&Tricks

• Tips and tricks for working with Large Language Models like OpenAI's GPT-4

LitServe

• deploy-a-private-llama-3-1-rag-api

Courses:

1. Cohere has created an LLM University to learn about LLMs and NLP

The course covers various aspects of LLMs including

• How do LLMs work?
• What are LLMs useful for?
• How can I use LLMs to build and deploy apps?

2. The Full Stack LLM Bootcamp

a free course by The Full Stack team is now available for us to learn.

The course covers the best practices and tools for building applications powered by LLMs.

The lectures cover the following topics:

• LLM Foundations
• Prompt Engineering
• LLMOps
• UX for Language User Interfaces
• Augmented Language Models
• Launch an LLM App in One Hour
• Project Walkthrough

3. chatgpt-prompt-eng-with-deeplearning.ai

Video tutorial with handson on prompt engineering

4. langchain-crash-course

Opensource Models:

• Free Dolly: Introducing the World's First Truly Open Instruction-Tuned LLM - Free Commercial Use
• Introducing MPT-7B: A New Standard for Open-Source, Commercially Usable LLMs - Free Commercial Use
• StarCoder: may the source be with you! - OpenRAIL(Open Responsible AI Model license)
• LIMA: Less Is More for Alignment

Blogs

2024:

• Building A Generative AI Platform
• deploy-llm-using-terraform-sagemaker
• evaluating-rag-as-llm-judge
• evaluate-llm
• custom-inference-huggingface-sagemaker
• minimal-quantize-intro
• neo4j-graphrag-ecosystem-tools

2023:

• LLM Powered Autonomous Agents
• developing-advanced-reasoning-and-planning-algorithms-with-llms-2

Links

• chat_model_rate_limiting

• train-llama

• AI-Agent-base-notebook

• llama assistant

• advanced-rag-techniques

• awesome-llm-apps

• llama31-storm8b