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Best data pipe-line/workflow management tool?

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Everyone doing professional ML needs to deal with setting up ETL"work-flows" or processing "pipelines" where at some time.

Example of workflow tool features:

  • Schedule processing jobs to run at a specific LOCATION and TIME
  • Take further action (eg. trigger next job) depending on the status of the
  • Handle failure of job (eg. time-out, invalid data) or machine (eg. not accessible)
  • Have a web-interface for easy setup and management of jobs
  • Manage user-accounts and enable resource sharing

What are the r/ML community's favorite workflow tools (especially if open-source)?

submitted by satsatsat
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