---
title: "AI-For-Beginners vs ai-notes"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/microsoft-ai-for-beginners-vs-swyxio-ai-notes"
tools: ["microsoft-ai-for-beginners", "swyxio-ai-notes"]
---

# AI-For-Beginners vs ai-notes

*GraphCanon updated Jul 11, 2026*

## Verdict

Pick AI-For-Beginners when aI-For-Beginners is primarily Jupyter Notebook; ai-notes is HTML; pick ai-notes when ai-notes is primarily HTML; AI-For-Beginners is Jupyter Notebook.

[AI-For-Beginners](https://github.com/microsoft/AI-For-Beginners) reports 52k GitHub stars, 11k forks, and 4 open issues, last pushed Jul 8, 2026. [ai-notes](https://latent.space/) has 6.2k stars, 558 forks, and 8 open issues, last pushed Feb 16, 2026. Figures are from public GitHub metadata via [AI-For-Beginners's repository](https://github.com/microsoft/AI-For-Beginners) and [ai-notes's repository](https://github.com/swyxio/ai-notes).

| | [AI-For-Beginners](/tools/microsoft-ai-for-beginners.md) | [ai-notes](/tools/swyxio-ai-notes.md) |
| --- | --- | --- |
| Tagline | 12 Weeks, 24 Lessons, AI for All! | notes for software engineers getting up to speed on new AI developments. Serves as datastore for https://latent.space writing, and product brainstorming, but has cleaned up canonical references under  |
| Stars | 52,098 | 6,236 |
| Forks | 10,536 | 558 |
| Open issues | 4 | 8 |
| Language | Jupyter Notebook | HTML |
| Adopt for | - | - |
| Persona | - | - |
| Runtime | - | - |
| License | MIT | MIT |
| Categories | Computer Vision, Model Training, Vector Databases | Computer Vision, LLM Frameworks |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [AI-For-Beginners](/tools/microsoft-ai-for-beginners.md) | [ai-notes](/tools/swyxio-ai-notes.md) |
| --- | --- | --- |
| Maintenance | Very active (96%) | Slowing (36%) |
| Days since push | 2d | 145d |
| Open issues (now) | 4 | 8 |
| Owner type | Organization | User |
| Security scan | 3 low (3 low) | No lockfile |
| Full report | [trust report](/tools/microsoft-ai-for-beginners/trust.md) | [trust report](/tools/swyxio-ai-notes/trust.md) |

## Choose when

### Choose AI-For-Beginners if…

- AI-For-Beginners is primarily Jupyter Notebook; ai-notes is HTML.
- Tags unique to AI-For-Beginners: artificial-intelligence, cnn, computer-vision, deep-learning.
- Also covers Model Training, Vector Databases.

### Choose ai-notes if…

- ai-notes is primarily HTML; AI-For-Beginners is Jupyter Notebook.
- Tags unique to ai-notes: gpt, gpt-3, html, multimodal.
- Also covers LLM Frameworks.

## When NOT to use AI-For-Beginners

- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.

## When NOT to use ai-notes

- Last GitHub push was 146 days ago (slowing maintenance, Feb 16, 2026). Validate activity before betting a new project on ai-notes.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.

## Common questions

### What is the difference between AI-For-Beginners and ai-notes?

AI-For-Beginners: 12 Weeks, 24 Lessons, AI for All!. ai-notes: notes for software engineers getting up to speed on new AI developments. Serves as datastore for https://latent.space writing, and product brainstorming, but has cleaned up canonical references under . See the comparison table for live GitHub stats and shared categories.

### When should I choose AI-For-Beginners over ai-notes?

Choose AI-For-Beginners over ai-notes when AI-For-Beginners is primarily Jupyter Notebook; ai-notes is HTML; Tags unique to AI-For-Beginners: artificial-intelligence, cnn, computer-vision, deep-learning; Also covers Model Training, Vector Databases.

### When should I choose ai-notes over AI-For-Beginners?

Choose ai-notes over AI-For-Beginners when ai-notes is primarily HTML; AI-For-Beginners is Jupyter Notebook; Tags unique to ai-notes: gpt, gpt-3, html, multimodal; Also covers LLM Frameworks.

### When should I avoid AI-For-Beginners?

Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.

### When should I avoid ai-notes?

Last GitHub push was 146 days ago (slowing maintenance, Feb 16, 2026). Validate activity before betting a new project on ai-notes. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.

### Is AI-For-Beginners or ai-notes more popular on GitHub?

AI-For-Beginners has more GitHub stars (52,098 vs 6,236). Stars measure visibility, not whether either tool fits your constraints.

### Are AI-For-Beginners and ai-notes open source?

Yes - both are open-source projects on GitHub (AI-For-Beginners: MIT, ai-notes: MIT).

### Where can I find alternatives to AI-For-Beginners or ai-notes?

GraphCanon lists graph-backed alternatives at [AI-For-Beginners alternatives](/tools/microsoft-ai-for-beginners/alternatives) and [ai-notes alternatives](/tools/swyxio-ai-notes/alternatives) ([AI-For-Beginners markdown twin](/tools/microsoft-ai-for-beginners/alternatives.md), [ai-notes markdown twin](/tools/swyxio-ai-notes/alternatives.md)), ranked by typed relationship edges rather than popularity votes.

### Is there a machine-readable version of this comparison?

Yes. The markdown twin at [this comparison](/compare/microsoft-ai-for-beginners-vs-swyxio-ai-notes.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, AI-For-Beginners or ai-notes?

AI-For-Beginners: Very active. ai-notes: Slowing. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.

### Where are the full trust reports for AI-For-Beginners and ai-notes?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [AI-For-Beginners trust report](/tools/microsoft-ai-for-beginners/trust); [ai-notes trust report](/tools/swyxio-ai-notes/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=microsoft-ai-for-beginners`](/api/graphcanon/graph?tool=microsoft-ai-for-beginners)
- 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/_
