Export predicted data through code
I need to export predicted data from visual analysis using python. I am using performance on train set as a reference for my monitoring therefore I need to automate downloading the predicted dataset to keep it up-to-date in case I retrain my model
Operating system used: Windows
Answers
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LouisDHulst Dataiku DSS Core Designer, Dataiku DSS ML Practitioner, Neuron, Registered, Neuron 2023 Posts: 54 Neuron
Hi @oumayma ,
It sounds like you're doing continuous evaluation. Dataiku has a couple of features that help with the automation of re-training and evaluation. You should look into Model evaluation stores and Model validation and evaluation. You can also check out the Production Monitoring academy course.
Also, as a general rule you don't want to use train set performance to monitor model performance. You usually want to set aside a evaluation set that your model has not been trained on to more closely monitor real-world performance and avoid overfitting issues. The tutorial shows how you can do this and automate your monitoring.