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Reformated some of the english to make things more clear.
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I am currently collecting mobile device data about user location and the time at which an app is being used for a cohort of users and apps. I am trying to predict which apps are likely to be used on mobile devicesat a given time by a given user. 

Which model should i use in order to predict whichthe apps that are likely to be used perby a particular user basis? For example. Collect, should I collect data for 5 days a week. Use then use the 3 days for training and then the other 2 days for testing. What model should i used which given (location? Given location, time of day, and day), what model should I use to predict which app is likely to be used?

I am currently collecting data about user location and time apps are used on mobile devices. Which model should i use in order to predict which apps are likely to be used per user basis? For example. Collect data for 5 days a week. Use the 3 days for training and then the other 2 days for testing. What model should i used which given (location, time of day, day) to predict which app is likely to be used?

I am currently collecting mobile device data about user location and the time at which an app is being used for a cohort of users and apps. I am trying to predict which apps are likely to be used at a given time by a given user. 

Which model should i use in order to predict the apps that are likely to be used by a particular user? For example, should I collect data for 5 days a week then use the 3 days for training and then the other 2 days for testing? Given location, time of day, and day, what model should I use to predict which app is likely to be used?

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Machine learning to predict apps (recomendation)

I am currently collecting data about user location and time apps are used on mobile devices. Which model should i use in order to predict which apps are likely to be used per user basis? For example. Collect data for 5 days a week. Use the 3 days for training and then the other 2 days for testing. What model should i used which given (location, time of day, day) to predict which app is likely to be used?