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MLflow: An Open Source Machine Learning Platform

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Re: MLflow: An Open Source Machine Learning Platform

#5
post #3

What are the current open source alternatives to MLflow?

https://www.mlflow.org is open source.

I understand. However, there could be more than one open source ML platforms. Hence, open source alternatives to MLFlow doesn't imply MLFlow isn't open source.

Re: MLflow: An Open Source Machine Learning Platform

#9
post #7
post #3

What are the current open source alternatives to MLflow?

Polyaxon, https://github.com/polyaxon/polyaxon , is an alternative project to MLFlow that is also open source. disclaimer: I am the author of Polyaxon.

I've been using Polyaxon to train models for spaCy. It uses Kubernetes, so it's easy to set it up to work very efficiently on Google Compute Engine. For instance, you can set it to use pre-emptible instances, which makes the experiments very cheap.

Re: MLflow: An Open Source Machine Learning Platform

#10
post #3

What are the current open source alternatives to MLflow?

Sacred (https://github.com/IDSIA/sacred)

FGLab (https://kaixhin.github.io/FGLab/)

Metricmachine (https://github.com/danielwaterworth/metricmachine)

Non-open source:

Neptune (http://neptune.ml)

Aetros (https://aetros.com/trainer)

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