Questions tagged [mlflow]

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Proper way of updating model metrics through time with MLflow?

I am new to MLflow and I am using it for model performance tracking. I want to keep track of how model metrics decay through time. My model predicts probability of events in future. Every month when I ...
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Store preprocessing function along with model in mlflow.keras

The following is a simplified code snipet that is relevant to storing keras LSTM models in MLFlow. ...
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1 vote
1 answer
108 views

Multiple values for a single parameter in the mlflow run command

How to pass multiple values to each parameter in the mlflow run command? The objective is to pass a dictionary to GridSearchCV as a param_grid to perform cross validation. In my main code, I retrieve ...
8 votes
1 answer
350 views

MLflow real world experience

Can someone provide a summary of the real world deployment experience of MLflow? We have a few ML models (e.g., LightGBM, tensorflow v2, etc.) and want to avoid framework like SageMaker (due to ...
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1 answer
896 views

Can't load custom Keras metrics using mlflow.pyfunc

I have a DNN in Keras, which includes a custom metric function and which I want to pipeline with some SKlearn preprocessing. I further want to persist the model using MLFlow for easy deployment. The ...
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