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Machine learning algorithms build a model of the training data. The term "machine learning" is vaguely defined; it includes what is also called statistical learning, reinforcement learning, unsupervised learning, etc. ALWAYS ADD A MORE SPECIFIC TAG.

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Can machine learning be used to determine how/when to scan for information

I have some doubts about your ultimate goal - You want to identify if the residents are at home or not and from there get an id of witch building they are into ? On the concerns you have raised, you d …
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