Collective Knowledge (software)

• share their code, data and models as reusable Python components and automation actions with unified JSON API, JSON meta information, and a UID
• assemble portable workflows from shared components
• automate, crowdsource and reproduce benchmarking of complex computational systems
• unify predictive analytics
• enable reproducible and interactive papers

  Notable usages

• ARM uses CK to accelerate computer engineering
• Association for Computing Machinery evaluates CK for possible integration with the ACM Digital Library sponsored by the Sloan Foundation
• Several ACM-sponsored conferences use CK for the Artifact Evaluation process
• Imperial College uses CK to automate and crowdsource compiler bug detection
• Researchers from the University of Cambridge used CK to help the community reproduce results of their publication in the International Symposium on Code Generation and Optimization during Artifact Evaluation
• General Motors uses CK to crowd-benchmark convolutional neural network optimizations
• The Raspberry Pi Foundation and the cTuning foundation released a CK workflow with a reproducible "live" paper to enable collaborative research into multi-objective autotuning and machine learning techniques
• IBM uses CK to reproduce Quantum results from Nature
• CK is used to automate

  Portable package manager for portable workflows

Reproducibility of experiments