How to Build an User Specific Machine Learning Model?

Question

How to Build an User Specific Machine Learning Model?

İpek Erdoğan 1

Hi,

As a company, we are planning to build an easy, user-specific navigation recommender. This tool will make recommendations based on the user's navigation search history. We are familiar with Azure ML Studio, yet wondering how we can train user-specific machine learning models and give users recommendations through them. So, instead of building one big machine learning model for all users, we are looking for training and inferencing user-specific machine learning models.

We really appreciate any help you can provide.

romungi-MSFT 48,911 Reputation points Microsoft Employee Moderator

2021-11-09T16:41:08.283+00:00

@İpek Erdoğan Do you want to use models based on a certain set of users or each individual user?
In either case you will have to look at the recommender algorithms available with ML studio or use the Azure ML SDK with the required recommender algorithms.

I think using the studio will help you configure the experiment faster but without any ready made data reference the options might be limited or you need to pre-process data as required by the algorithm's configuration.

With the SDK you can install any package or use a custom image to train and predict the values.

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romungi-MSFT 48,911 Reputation points Microsoft Employee Moderator

2021-11-09T16:41:08.283+00:00

@İpek Erdoğan Do you want to use models based on a certain set of users or each individual user?
In either case you will have to look at the recommender algorithms available with ML studio or use the Azure ML SDK with the required recommender algorithms.

I think using the studio will help you configure the experiment faster but without any ready made data reference the options might be limited or you need to pre-process data as required by the algorithm's configuration.

With the SDK you can install any package or use a custom image to train and predict the values.

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How to Build an User Specific Machine Learning Model?

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