---
title: "LLM-Engineers-Handbook vs LLMs-from-scratch"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/packtpublishing-llm-engineers-handbook-vs-rasbt-llms-from-scratch"
tools: ["packtpublishing-llm-engineers-handbook", "rasbt-llms-from-scratch"]
---

# LLM-Engineers-Handbook vs LLMs-from-scratch

Neutral, constraint-first comparison with live GitHub stats.

| | [LLM-Engineers-Handbook](/tools/packtpublishing-llm-engineers-handbook.md) | [LLMs-from-scratch](/tools/rasbt-llms-from-scratch.md) |
| --- | --- | --- |
| Tagline | Official repository for LLM Engineer's Handbook | Implement a ChatGPT-like LLM in PyTorch from scratch |
| Stars | 5,161 | 98,715 |
| Forks | 1,240 | 15,148 |
| Open issues | 34 | 4 |
| Language | Python | Jupyter Notebook |
| License | MIT | Other |
| Categories | Model Training, LLM Frameworks, Evaluation & Observability | Model Training, LLM Frameworks |

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=packtpublishing-llm-engineers-handbook`](/api/graphcanon/graph?tool=packtpublishing-llm-engineers-handbook)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_