Complete LLM Roadmap: From Beginner to Advanced - 2nd Edition

Table of Contents:

1. LLM Basics & Architecture
2. Building & Training LLM From Scratch
   1. Best Resources On Building Datasets to Trian LLMs
   2. Mastering Large Language Model (LLM) Fine-Tuning: Top Learning Resources
   3. 14 Free Large Language Models Fine-Tuning Notebooks
   4. Best Resources to Learn & Understand Evaluating LLMs
   5. Overview of LLM Quantization Techniques & Where to Learn Each of Them?
   6. Top Resources to Learn & Understand RLHF & LLM Alignment
   7. How to Stay Updated with LLMs Research & Industry News?
   8. Best Resources to Build & Understand Vision Language Models (New)
3. Building LLM Applications In Production
   1. Best Resoruces to Learn Prompt Engineering
   2. Top Resources to Master Vector Databases & Building a Vector Storage
   3. Top Resources to Master RAG: From Basic Level to Advanced
   4. 5 Free Tools to Run Large Language Models (LLM) Locally on Your Laptop
   5. Deploying LLMs: Top Learning & Educational Resources to Get Started
   6. Getting Started with LLM Inference Optimization: Best Resources
   7. What is LLMOps and How to Get Started With It?
   8. Securing LLMs: Best Learning & Educational Resources
   9. Top Free Learning Resources to Master LLM Agents (New)
   10. Master MCP: The Best Free Learning Resources (New)
       
4. Building LLM Project Portfolio
   1. 10 Large Language Models Projects Ideas To Build Your Portfolio
   2. 10 Guided Large Language Models Projects to Build Your Portfolio
   3. 9 Production Level Guided LLM, RAG, & Agents Projects (New)