Gradient AtlasML Materials

Generative AI roadmap

A generative AI roadmap for data scientists: how LLMs work, tokens and embeddings, prompt engineering, vector databases, RAG, LangChain and agents. This is stage 5 of the five-stage data science roadmap.

What this stage covers

  1. How LLMs work
  2. Tokens and embeddings
  3. Prompt engineering
  4. Vector databases
  5. RAG
  6. LangChain basics
  7. Chains and memory
  8. Agents and tools
  9. Evaluating LLM apps

The chapters for this stage are being written. Meanwhile, start with stage 1: Python.