Comparison
scikit-learn vs alpaca-lora
Verdict
Pick scikit-learn when scikit-learn is primarily Python; alpaca-lora is Jupyter Notebook; pick alpaca-lora when alpaca-lora is primarily Jupyter Notebook; scikit-learn is Python.
Markdown twin · scikit-learn alternatives · alpaca-lora alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | scikit-learn | alpaca-lora |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Dormant (712d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Organization account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | No lockfile As of today · none | 1 critical, 5 high, 12 medium, 28 low (1 critical, 5 high, 12 medium, 28 low) As of today · osv@v1 |
Tagline
- scikit-learn
- scikit-learn: machine learning in Python
- alpaca-lora
- Instruct-tune LLaMA on consumer hardware
Stars
- scikit-learn
- 67k
- alpaca-lora
- 19k
Forks
- scikit-learn
- 27k
- alpaca-lora
- 2.2k
Open issues
- scikit-learn
- 2.1k
- alpaca-lora
- 366
Language
- scikit-learn
- Python
- alpaca-lora
- Jupyter Notebook
Adopt for
- scikit-learn
- -
- alpaca-lora
- -
Persona
- scikit-learn
- -
- alpaca-lora
- -
Runtime
- scikit-learn
- -
- alpaca-lora
- -
License
- scikit-learn
- BSD-3-Clause
- alpaca-lora
- Apache-2.0
Last pushed
- scikit-learn
- Jul 11, 2026
- alpaca-lora
- Jul 29, 2024
Categories
- scikit-learn
- Computer Vision, Evaluation & Observability
- alpaca-lora
- Computer Vision, Inference & Serving, Model Training
Trust and health
Maintenance
- scikit-learn
- Very active (96%)
- alpaca-lora
- Dormant (18%)
Days since push
- scikit-learn
- 0d
- alpaca-lora
- 712d
Open issues (now)
- scikit-learn
- 2.1k
- alpaca-lora
- 366
Owner type
- scikit-learn
- Organization
- alpaca-lora
- User
Security scan
- scikit-learn
- No lockfile
- alpaca-lora
- 1 critical, 5 high, 12 medium, 28 low (1 critical, 5 high, 12 medium, 28 low)
Full report
- scikit-learn
- Trust report
- alpaca-lora
- Trust report
Choose scikit-learn if…
- scikit-learn is primarily Python; alpaca-lora is Jupyter Notebook.
- License: scikit-learn is BSD-3-Clause, alpaca-lora is Apache-2.0.
- Tags unique to scikit-learn: data-analysis, data-science, machine-learning, python.
- Also covers Evaluation & Observability.
When NOT to use scikit-learn
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
Choose alpaca-lora if…
- alpaca-lora is primarily Jupyter Notebook; scikit-learn is Python.
- License: alpaca-lora is Apache-2.0, scikit-learn is BSD-3-Clause.
- Tags unique to alpaca-lora: jupyter notebook.
- Also covers Inference & Serving, Model Training.
- alpaca-lora ships Docker support for self-hosted deployment.
When NOT to use alpaca-lora
- Last GitHub push was 712 days ago (dormant maintenance, Jul 29, 2024). Validate activity before betting a new project on alpaca-lora.
- Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (scikit-learn/scikit-learn) · observed Jul 11, 2026
- GitHub forks (scikit-learn/scikit-learn) · observed Jul 11, 2026
- Last push (scikit-learn/scikit-learn) · observed Jul 11, 2026
- License file (BSD-3-Clause) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (tloen/alpaca-lora) · observed Jul 11, 2026
- GitHub forks (tloen/alpaca-lora) · observed Jul 11, 2026
- Last push (tloen/alpaca-lora) · observed Jul 29, 2024
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: scikit-learn 67k · alpaca-lora 19k (synced Jul 11, 2026).
Common questions
- What is the difference between scikit-learn and alpaca-lora?
- scikit-learn: scikit-learn: machine learning in Python. alpaca-lora: Instruct-tune LLaMA on consumer hardware. See the comparison table for live GitHub stats and shared categories.
- When should I choose scikit-learn over alpaca-lora?
- Choose scikit-learn over alpaca-lora when scikit-learn is primarily Python; alpaca-lora is Jupyter Notebook; License: scikit-learn is BSD-3-Clause, alpaca-lora is Apache-2.0; Tags unique to scikit-learn: data-analysis, data-science, machine-learning, python; Also covers Evaluation & Observability.
- When should I choose alpaca-lora over scikit-learn?
- Choose alpaca-lora over scikit-learn when alpaca-lora is primarily Jupyter Notebook; scikit-learn is Python; License: alpaca-lora is Apache-2.0, scikit-learn is BSD-3-Clause; Tags unique to alpaca-lora: jupyter notebook; Also covers Inference & Serving, Model Training; alpaca-lora ships Docker support for self-hosted deployment.
- When should I avoid scikit-learn?
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.
- When should I avoid alpaca-lora?
- Last GitHub push was 712 days ago (dormant maintenance, Jul 29, 2024). Validate activity before betting a new project on alpaca-lora. Inference & Serving: Self-hosting rarely beats a hosted API on cost until you have steady, high-volume traffic. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Is scikit-learn or alpaca-lora more popular on GitHub?
- scikit-learn has more GitHub stars (66,693 vs 18,913). Stars measure visibility, not whether either tool fits your constraints.
- Are scikit-learn and alpaca-lora open source?
- Yes - both are open-source projects on GitHub (scikit-learn: BSD-3-Clause, alpaca-lora: Apache-2.0).
- Where can I find alternatives to scikit-learn or alpaca-lora?
- GraphCanon lists graph-backed alternatives at scikit-learn alternatives and alpaca-lora alternatives (scikit-learn markdown twin, alpaca-lora 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, scikit-learn or alpaca-lora?
- scikit-learn: Very active. alpaca-lora: Dormant. 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 scikit-learn and alpaca-lora?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: scikit-learn trust report; alpaca-lora trust report.