--- title: "keras-tuner vs archai" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/keras-team-keras-tuner-vs-microsoft-archai" tools: ["keras-team-keras-tuner", "microsoft-archai"] --- # keras-tuner vs archai *GraphCanon updated Aug 4, 2026* ## Verdict Pick keras-tuner if kerasTuner is a hyperparameter tuning library for Keras focused on Python and TensorFlow environments; pick archai if archai expedites Neural Architecture Search (NAS) research by providing fast, reproducible, modular tools for automated machine learning and hyperparameter optimization with Python and PyTorch. [keras-tuner](https://keras.io/keras_tuner/) reports 2.9k GitHub stars, 404 forks, and 240 open issues, last pushed Dec 1, 2025. [archai](https://microsoft.github.io/archai) has 485 stars, 93 forks, and 4 open issues, last pushed Nov 24, 2025. Figures are from public GitHub metadata via [keras-tuner's repository](https://github.com/keras-team/keras-tuner) and [archai's repository](https://github.com/microsoft/archai). | | [keras-tuner](/tools/keras-team-keras-tuner.md) | [archai](/tools/microsoft-archai.md) | | --- | --- | --- | | Tagline | A Hyperparameter Tuning Library for Keras | Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research. | | Stars | 2,923 | 485 | | Forks | 404 | 93 | | Open issues | 240 | 4 | | Language | Python | Python | | Adopt for | KerasTuner is a hyperparameter tuning library for Keras focused on Python and TensorFlow environments. | Archai expedites Neural Architecture Search (NAS) research by providing fast, reproducible, modular tools for automated machine learning and hyperparameter optimization with Python and PyTorch. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | MIT | | Categories | Model Training | Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [keras-tuner](/tools/keras-team-keras-tuner.md) | [archai](/tools/microsoft-archai.md) | | --- | --- | --- | | Days since push | 245d | 252d | | Open issues (now) | 240 | 4 | | Full report | [trust report](/tools/keras-team-keras-tuner/trust.md) | [trust report](/tools/microsoft-archai/trust.md) | ## Shared compatibility - **Python**: [keras-tuner](/tools/keras-team-keras-tuner.md) - Python runtime; [archai](/tools/microsoft-archai.md) - Python runtime ## Decision facts: keras-tuner - **Adopt for:** KerasTuner is a hyperparameter tuning library for Keras focused on Python and TensorFlow environments. ## Decision facts: archai - **Adopt for:** Archai expedites Neural Architecture Search (NAS) research by providing fast, reproducible, modular tools for automated machine learning and hyperparameter optimization with Python and PyTorch. ## Choose when ### Choose keras-tuner if… - License: keras-tuner is Apache-2.0, archai is MIT. - Tags unique to keras-tuner: keras, machine-learning, tensorflow. - - Use when you are working with TensorFlow 2.0+ and Python 3.8+, specifically if your project relies heavily on these technologies. ### Choose archai if… - License: archai is MIT, keras-tuner is Apache-2.0. - Tags unique to archai: automated-machine-learning, darts, model-compression, nas. - Need rapid iteration in NAS projects while ensuring reproducibility ## When NOT to use keras-tuner - - Avoid if your current machine-learning stack does not include Python and TensorFlow 2.0+ as primary dependencies. - - Not recommended if you seek hyperparameter tuning solutions that are more generic or compatible with a wider range of ML frameworks beyond Keras. ## When NOT to use archai - Project requires specific GPU support not aligned with PyTorch 1.7.0+ versions - Development occurs outside Python 3.8+, limiting the application of Archai tools ## Common questions ### What is the difference between keras-tuner and archai? keras-tuner: A Hyperparameter Tuning Library for Keras. archai: Accelerate your Neural Architecture Search (NAS) through fast, reproducible and modular research.. See the comparison table for live GitHub stats and shared categories. ### When should I choose keras-tuner over archai? Choose keras-tuner over archai when License: keras-tuner is Apache-2.0, archai is MIT; Tags unique to keras-tuner: keras, machine-learning, tensorflow; - Use when you are working with TensorFlow 2.0+ and Python 3.8+, specifically if your project relies heavily on these technologies. ### When should I choose archai over keras-tuner? Choose archai over keras-tuner when License: archai is MIT, keras-tuner is Apache-2.0; Tags unique to archai: automated-machine-learning, darts, model-compression, nas; Need rapid iteration in NAS projects while ensuring reproducibility. ### When should I avoid keras-tuner? - Avoid if your current machine-learning stack does not include Python and TensorFlow 2.0+ as primary dependencies. - Not recommended if you seek hyperparameter tuning solutions that are more generic or compatible with a wider range of ML frameworks beyond Keras. ### When should I avoid archai? Project requires specific GPU support not aligned with PyTorch 1.7.0+ versions Development occurs outside Python 3.8+, limiting the application of Archai tools ### Is keras-tuner or archai more popular on GitHub? keras-tuner has more GitHub stars (2,923 vs 485). Stars measure visibility, not whether either tool fits your constraints. ### Are keras-tuner and archai open source? Yes - both are open-source projects on GitHub (keras-tuner: Apache-2.0, archai: MIT). ### Where can I find alternatives to keras-tuner or archai? GraphCanon lists graph-backed alternatives at [keras-tuner alternatives](/tools/keras-team-keras-tuner/alternatives) and [archai alternatives](/tools/microsoft-archai/alternatives) ([keras-tuner markdown twin](/tools/keras-team-keras-tuner/alternatives.md), [archai markdown twin](/tools/microsoft-archai/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/keras-team-keras-tuner-vs-microsoft-archai.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, keras-tuner or archai? keras-tuner: Slowing. archai: 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 keras-tuner and archai? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [keras-tuner trust report](/tools/keras-team-keras-tuner/trust); [archai trust report](/tools/microsoft-archai/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=keras-team-keras-tuner`](/api/graphcanon/graph?tool=keras-team-keras-tuner) - 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/_