Comparison
determined vs academic-research-skills
Verdict
Pick determined if determined is an open-source machine learning platform that simplifies distributed training and hyperparameter tuning for PyTorch and TensorFlow applications; pick academic-research-skills if a guide to utilizing Claude Code for AI-supported tasks in academic work such as prompt engineering during research writing phases.
Markdown twin · determined alternatives · academic-research-skills alternatives
GraphCanon updated 3w
vs
Trust & integrity
| Signal | determined | academic-research-skills |
|---|---|---|
| Maintenance | Dormant (501d since push) As of 3w · github_public_v1 | Very active (0d since push) As of 4w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Personal account As of 4w · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · 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
- determined
- An open-source machine learning platform for distributed training and resource management.
- academic-research-skills
- Workflow for academic research and writing with AI tools
Stars
- determined
- 3.2k
- academic-research-skills
- 40k
Forks
- determined
- 373
- academic-research-skills
- 3.2k
Open issues
- determined
- 108
- academic-research-skills
- 21
Language
- determined
- Go
- academic-research-skills
- Python
Adopt for
- determined
- Determined is an open-source machine learning platform that simplifies distributed training and hyperparameter tuning for PyTorch and TensorFlow applications.
- academic-research-skills
- A guide to utilizing Claude Code for AI-supported tasks in academic work such as prompt engineering during research writing phases.
Persona
- determined
- -
- academic-research-skills
- -
Runtime
- determined
- -
- academic-research-skills
- -
License
- determined
- Apache-2.0
- academic-research-skills
- Other
Last pushed
- determined
- Mar 20, 2025
- academic-research-skills
- Jul 27, 2026
Categories
- determined
- Evaluation & Observability, Model Training
- academic-research-skills
- Developer Tools, Evaluation & Observability
Trust and health
Maintenance
- determined
- Dormant (18%)
- academic-research-skills
- Very active (96%)
Days since push
- determined
- 501d
- academic-research-skills
- 0d
Open issues (now)
- determined
- 108
- academic-research-skills
- 21
Owner type
- determined
- Organization
- academic-research-skills
- User
OSV dependency advisories
- determined
- Published findings
- academic-research-skills
- No lockfile (source not queried)
Full report
- determined
- Trust report
- academic-research-skills
- Trust report
Shared compatibility
- Python · determined: Python runtime · academic-research-skills: Python runtime
Choose determined if…
- determined is primarily Go; academic-research-skills is Python.
- License: determined is Apache-2.0, academic-research-skills is Other.
- Pricing: The open-source version under Apache License is free to use. Additional enterprise features may incur costs, though specific pricing details are not provided here..
- Requirements: Installation involves using 'pip' for the CLI and subsequent cluster deployment steps via `det deploy`..
- Tags unique to determined: data-science, deep-learning, distributed-training, hyperparameter-optimization.
- Also covers Model Training.
- You require a streamlined solution for distributed model training, particularly if you are working with PyTorch or TensorFlow frameworks.
When NOT to use determined
- Seeking a platform that supports more machine learning frameworks beyond PyTorch and TensorFlow.
- Your current stack does not include any of the supported infrastructures like Kubernetes or cloud services where Determined can be deployed.
Choose academic-research-skills if…
- academic-research-skills is primarily Python; determined is Go.
- License: academic-research-skills is Other, determined is Apache-2.0.
- Tags unique to academic-research-skills: academic-research, academic-writing, ai-assisted-research, prompt-engineering.
- Also covers Developer Tools.
- Research projects requiring detailed literature reviews
When NOT to use academic-research-skills
- Tasks that do not involve academic or formal writing environments
- Projects focused on learning Claude Code without an academic context
- Situations where human judgment is prioritized over AI suggestions
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (determined-ai/determined) · observed Aug 4, 2026
- GitHub forks (determined-ai/determined) · observed Aug 4, 2026
- Last push (determined-ai/determined) · observed Mar 20, 2025
- License file (Apache-2.0) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Imbad0202/academic-research-skills) · observed Jul 27, 2026
- GitHub forks (Imbad0202/academic-research-skills) · observed Jul 27, 2026
- Last push (Imbad0202/academic-research-skills) · observed Jul 27, 2026
- License file (Other) · observed Jul 27, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: determined 3.2k · academic-research-skills 40k (synced Aug 4, 2026).
Common questions
- What is the difference between determined and academic-research-skills?
- determined: An open-source machine learning platform for distributed training and resource management.. academic-research-skills: Workflow for academic research and writing with AI tools. See the comparison table for live GitHub stats and shared categories.
- When should I choose determined over academic-research-skills?
- Choose determined over academic-research-skills when determined is primarily Go; academic-research-skills is Python; License: determined is Apache-2.0, academic-research-skills is Other; Pricing: The open-source version under Apache License is free to use. Additional enterprise features may incur costs, though specific pricing details are not provided here.; Requirements: Installation involves using 'pip' for the CLI and subsequent cluster deployment steps via
det deploy.; Tags unique to determined: data-science, deep-learning, distributed-training, hyperparameter-optimization; Also covers Model Training; You require a streamlined solution for distributed model training, particularly if you are working with PyTorch or TensorFlow frameworks. - When should I choose academic-research-skills over determined?
- Choose academic-research-skills over determined when academic-research-skills is primarily Python; determined is Go; License: academic-research-skills is Other, determined is Apache-2.0; Tags unique to academic-research-skills: academic-research, academic-writing, ai-assisted-research, prompt-engineering; Also covers Developer Tools; Research projects requiring detailed literature reviews.
- When should I avoid determined?
- Seeking a platform that supports more machine learning frameworks beyond PyTorch and TensorFlow. Your current stack does not include any of the supported infrastructures like Kubernetes or cloud services where Determined can be deployed.
- When should I avoid academic-research-skills?
- Tasks that do not involve academic or formal writing environments Projects focused on learning Claude Code without an academic context Situations where human judgment is prioritized over AI suggestions
- Is determined or academic-research-skills more popular on GitHub?
- academic-research-skills has more GitHub stars (39,776 vs 3,227). Stars measure visibility, not whether either tool fits your constraints.
- Are determined and academic-research-skills open source?
- Yes - both are open-source projects on GitHub (determined: Apache-2.0, academic-research-skills: Other).
- Where can I find alternatives to determined or academic-research-skills?
- GraphCanon lists graph-backed alternatives at determined alternatives and academic-research-skills alternatives (determined markdown twin, academic-research-skills 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, determined or academic-research-skills?
- determined: Dormant. academic-research-skills: Very active. 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 determined and academic-research-skills?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: determined trust report; academic-research-skills trust report.