Comparison
lingua vs Hands-On-Large-Language-Models
Verdict
Pick lingua if lingua is a Meta-developed Python framework focused on ease of modification and streamlined efficiency; pick Hands-On-Large-Language-Models if hands-On-Large-Language-Models offers code examples and educational content for large language models, as detailed in the O'Reilly book 'Hands-On Large Language Models'. The repository is in Jupyter Notebook format and,遵.
Markdown twin · lingua alternatives · Hands-On-Large-Language-Models alternatives
GraphCanon updated Sep 20, 2026
7views this month
vs
Trust & integrity
| Signal | lingua | Hands-On-Large-Language-Models |
|---|---|---|
| Maintenance | Dormant (415d since push) As of Sep 6, 2026 · github_public_v1 | Slowing (146d since push) As of Sep 18, 2026 · github_public_v1 |
| Provenance | Not a fork · Organization account As of Sep 6, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 18, 2026 · github_public_v1 |
| OSV dependency advisories | No published findings from this source as of 2026-07-11 As of Jul 11, 2026 · osv@v1 | Published findings As of Sep 18, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- lingua
- Meta Lingua: a lean efficient easy-to-hack codebase to research LLMs
- Hands-On-Large-Language-Models
- Code for the book 'Hands-On Large Language Models'
Stars
- lingua
- 4.8k
- Hands-On-Large-Language-Models
- 29k
Forks
- lingua
- 270
- Hands-On-Large-Language-Models
- 6.7k
Open issues
- lingua
- 14
- Hands-On-Large-Language-Models
- 40
Language
- lingua
- Python
- Hands-On-Large-Language-Models
- Jupyter Notebook
Adopt for
- lingua
- Lingua is a Meta-developed Python framework focused on ease of modification and streamlined efficiency.
- Hands-On-Large-Language-Models
- Hands-On-Large-Language-Models offers code examples and educational content for large language models, as detailed in the O'Reilly book 'Hands-On Large Language Models'. The repository is in Jupyter Notebook format and,遵
Persona
- lingua
- -
- Hands-On-Large-Language-Models
- -
Runtime
- lingua
- -
- Hands-On-Large-Language-Models
- -
License
- lingua
- BSD-3-Clause
- Hands-On-Large-Language-Models
- Apache-2.0
Last pushed
- lingua
- Jul 18, 2025
- Hands-On-Large-Language-Models
- Apr 24, 2026
Categories
- lingua
- LLM Frameworks
- Hands-On-Large-Language-Models
- Developer Tools, LLM Frameworks
Trust and health
Maintenance
- lingua
- Dormant (18%)
- Hands-On-Large-Language-Models
- Slowing (36%)
Days since push
- lingua
- 415d
- Hands-On-Large-Language-Models
- 146d
Open issues (now)
- lingua
- 14
- Hands-On-Large-Language-Models
- 40
Stars delta
- lingua
- +1 (30d)
- Hands-On-Large-Language-Models
- +910 (30d)
Open issues delta
- lingua
- +1 (30d)
- Hands-On-Large-Language-Models
- +2 (30d)
OSV dependency advisories
- lingua
- No published findings from this source as of 2026-07-11
- Hands-On-Large-Language-Models
- Published findings
Full report
- lingua
- Trust report
- Hands-On-Large-Language-Models
- Trust report
Choose lingua if…
- lingua is primarily Python; Hands-On-Large-Language-Models is Jupyter Notebook.
- License: lingua is BSD-3-Clause, Hands-On-Large-Language-Models is Apache-2.0.
- Tags unique to lingua: python-framework, research-tools.
- Use Lingua when your preference lies in a lean Python-based framework that emphasizes modifiability for LLM research.
When NOT to use lingua
- Avoid Lingua if your project requires extensive pre-built functionalities that this lightweight framework does not provide out-of-the-box.
- Not recommended for researchers or developers seeking a comprehensive suite of tools and who prefer a more feature-rich environment over modifiability.
Choose Hands-On-Large-Language-Models if…
- Hands-On-Large-Language-Models is primarily Jupyter Notebook; lingua is Python.
- License: Hands-On-Large-Language-Models is Apache-2.0, lingua is BSD-3-Clause.
- Tags unique to Hands-On-Large-Language-Models: artificial-intelligence, book, llm, llms.
- Also covers Developer Tools.
- Use this tool if you are looking for practical, code-based learning resources that align with the book 'Hands-On Large Language Models'.
When NOT to use Hands-On-Large-Language-Models
- Avoid this tool if you are seeking a comprehensive theoretical background without practical examples, as the focus is on hands-on learning.
- Not recommended for users who prefer a different platform for running code examples, as the repository is optimized for Google Colab with a T4 GPU and 16GB VRAM.
- If you are looking for a tool that covers a broader range of AI topics beyond large language models, this repository may not be the best fit.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (facebookresearch/lingua) · observed Sep 20, 2026
- GitHub forks (facebookresearch/lingua) · observed Sep 20, 2026
- Last push (facebookresearch/lingua) · observed Jul 18, 2025
- License file (BSD-3-Clause) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (HandsOnLLM/Hands-On-Large-Language-Models) · observed Sep 20, 2026
- GitHub forks (HandsOnLLM/Hands-On-Large-Language-Models) · observed Sep 20, 2026
- Last push (HandsOnLLM/Hands-On-Large-Language-Models) · observed Apr 24, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Sep 18, 2026
- Trust scan (lockfile / OSV) · observed Sep 18, 2026
GitHub stars on cards: lingua 4.8k · Hands-On-Large-Language-Models 29k (synced Sep 20, 2026).
Common questions
- What is the difference between lingua and Hands-On-Large-Language-Models?
- lingua: Meta Lingua: a lean efficient easy-to-hack codebase to research LLMs. Hands-On-Large-Language-Models: Code for the book 'Hands-On Large Language Models'. See the comparison table for live GitHub stats and shared categories.
- When should I choose lingua over Hands-On-Large-Language-Models?
- Choose lingua over Hands-On-Large-Language-Models when lingua is primarily Python; Hands-On-Large-Language-Models is Jupyter Notebook; License: lingua is BSD-3-Clause, Hands-On-Large-Language-Models is Apache-2.0; Tags unique to lingua: python-framework, research-tools; Use Lingua when your preference lies in a lean Python-based framework that emphasizes modifiability for LLM research.
- When should I choose Hands-On-Large-Language-Models over lingua?
- Choose Hands-On-Large-Language-Models over lingua when Hands-On-Large-Language-Models is primarily Jupyter Notebook; lingua is Python; License: Hands-On-Large-Language-Models is Apache-2.0, lingua is BSD-3-Clause; Tags unique to Hands-On-Large-Language-Models: artificial-intelligence, book, llm, llms; Also covers Developer Tools; Use this tool if you are looking for practical, code-based learning resources that align with the book 'Hands-On Large Language Models'.
- When should I avoid lingua?
- Avoid Lingua if your project requires extensive pre-built functionalities that this lightweight framework does not provide out-of-the-box. Not recommended for researchers or developers seeking a comprehensive suite of tools and who prefer a more feature-rich environment over modifiability.
- When should I avoid Hands-On-Large-Language-Models?
- Avoid this tool if you are seeking a comprehensive theoretical background without practical examples, as the focus is on hands-on learning. Not recommended for users who prefer a different platform for running code examples, as the repository is optimized for Google Colab with a T4 GPU and 16GB VRAM. If you are looking for a tool that covers a broader range of AI topics beyond large language models, this repository may not be the best fit.
- Is lingua or Hands-On-Large-Language-Models more popular on GitHub?
- Hands-On-Large-Language-Models has more GitHub stars (29,162 vs 4,764). Stars measure visibility, not whether either tool fits your constraints.
- Are lingua and Hands-On-Large-Language-Models open source?
- Yes - both are open-source projects on GitHub (lingua: BSD-3-Clause, Hands-On-Large-Language-Models: Apache-2.0).
- Where can I find alternatives to lingua or Hands-On-Large-Language-Models?
- GraphCanon lists graph-backed alternatives at lingua alternatives and Hands-On-Large-Language-Models alternatives (lingua markdown twin, Hands-On-Large-Language-Models markdown twin), 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 mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, lingua or Hands-On-Large-Language-Models?
- lingua: Dormant. Hands-On-Large-Language-Models: 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 lingua and Hands-On-Large-Language-Models?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: lingua trust report; Hands-On-Large-Language-Models trust report.