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fix: Update docs/built-in-models/training.md
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Co-authored-by: yuxizama <[email protected]>
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andrei-stoian-zama and yuxizama authored Jun 19, 2024
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Expand Up @@ -4,7 +4,7 @@ This document explains how to train [SGD Logistic Regression](../references/api/

Training on encrypted data is done through an FHE program that is generated by Concrete ML, based on the characteristics of the data that are given to the `fit` function. The FHE program associated to a `SGDClassifier` object, once it is fit on the encrypted data, is specific to the distribution and the dimensionality of that data.

When deploying encrypted training services, developers need to consider the type of data that future users of their services will train on:
When deploying encrypted training services, you need to consider the type of data that future users of your services will train on:

- the distribution of the data should match to achieve good accuracy
- the dimensionality of the data needs to match since the deployed FHE programs are compiled for a fixed number of dimensions.
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