Methods and systems for controlling a device using a model trained on network requests

A system comprising:

• a processor;
• and
• a memory storing instructions for execution by the processor;
• the processor configured to execute the instructions stored in the memory to:
• collect first data from a first user device while one or more first programs are operating on the first user device;
• determine the one or more first programs operating on the first user device while the first data are being collected from the first user device;
• train a model based on (i) the first data collected from the first user device while the one or more first programs are operating on the first user device, and (ii) the determined one or more first programs operating on the first user device while the first data are being collected from the first user device;
• collect second data from a second user device;
• apply the second data collected from the second user device, as inputs, to the trained model, to infer, using the trained model, one or more second programs operating on the second user device while the second data were being collected from the second user device;
• and
• control the second user device based on the inferred one or more second programs operating on the second user device.