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Has Anybody Integrated Airflow With Clearml Here? If So, What Has Been Your Experience?

Has anybody integrated Airflow with ClearML here? If so, what has been your experience?

  
  
Posted 2 years ago
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Answers 2


We are planning to use Airflow as an extension of clearml itself, for several tasks:
we want to isolate the data validation steps from the general training pipeline; the validation will be handled using some base logic and some more advanced validations using something like great expectations. our training data will be a snapshot from the most recent 2 weeks, and this training data will be used across multiple tasks to automate the scheduling and execution of training pipelines periodically executing the ETL pipelines for writing training logs to a more query-friendly DWH using the DWH to automate the decision making on which model to deploy to production post-live deployment: airflow will run the ETL for the feedback data we collect. this ETL includes a validation step to measure data drift, model performance once live etc

  
  
Posted 2 years ago

Sadly, I haven't, but if anyone has then please scream because I would love to pick your brain for (yet another) post/article I am writing 😄 😄

I take it you are wanting to use Airflow to replace/extend an existing Jenkins setup ??

  
  
Posted 2 years ago
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2 Answers
2 years ago
one year ago
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