Collective Knowledge - lightweight knowledge manager to organize, cross-link, share and reuse artifacts and workflows
Project description
After struggling to reproduce experimental results and reuse artifacts from published papers (ML, AI, systems and quantum computing), we decided to develop the open-source Collective Knowledge framework (CK) to help the community share any knowledge (data, models, code, best practices, and repetitive and painful tasks) in the form of automated, portable and reusable components with a unified Python API, CLI, JSON meta description and connectors from C, C++, Fortran, Java and other languages. See the [online index of shared components](https://ReproIndex.com/components) from [reproduced papers](https://ReproIndex.com/papers).
Such components can be continuously improved by the community and connected together into portable and automated workflows to collaboratively solve real world problems:
Use cases with our partners: https://cKnowledge.org/partners
FOSDEM’19 presentation: https://doi.org/10.5281/zenodo.2556147
Reproduced papers with unified workflows: https://ReproIndex.com
Discussion group: https://groups.google.com/forum/#!forum/collective-knowledge
Slack channel: https://bit.ly/ck-slack
Development: https://github.com/ctuning/ck
Note that CK is a collaborative project and not a magic ;) - if some third-party automation fails or misses some functionality (software detection, package installation, benchmarking and autotuning workflow, etc), the CK concept is to continuously and collaboratively improve such reusable components! Please provide your feedback and report bugs in the respective GitHub repositories: https://ReproIndex.com/components !
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