---
title: "LLMs-from-scratch vs machine-learning-for-trading"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/rasbt-llms-from-scratch-vs-stefan-jansen-machine-learning-for-trading"
tools: ["rasbt-llms-from-scratch", "stefan-jansen-machine-learning-for-trading"]
---

# LLMs-from-scratch vs machine-learning-for-trading

Neutral, constraint-first comparison with live GitHub stats.

| | [LLMs-from-scratch](/tools/rasbt-llms-from-scratch.md) | [machine-learning-for-trading](/tools/stefan-jansen-machine-learning-for-trading.md) |
| --- | --- | --- |
| Tagline | Implement a ChatGPT-like LLM in PyTorch from scratch | Code for Machine Learning for Trading, 3rd edition |
| Stars | 98,715 | 19,575 |
| Forks | 15,148 | 5,362 |
| Open issues | 4 | 1 |
| Language | Jupyter Notebook | Jupyter Notebook |
| License | Other | MIT |
| Categories | Model Training, LLM Frameworks | Model Training, Developer Tools |

**Typed relationship:** LLMs-from-scratch _(related)_ machine-learning-for-trading

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=rasbt-llms-from-scratch`](/api/graphcanon/graph?tool=rasbt-llms-from-scratch)
- 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/_