What is line seperator in machine learning?
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Suppose the population of the world is 6 billion, and that there is an average of 1000 communicating devices per person. how many bits are required to assign a unique host address to each communicating device? suppose that each device attaches to a single network and that each network on average has 10000 devices. how many bits are required to provide unique network ids to each network?
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It is simply the plane/line that separates the two sets of data! (I must say, that formal definitions make simple concepts appear difficult) But let's take a formal definition. A linear separator is a a vector-threshold pair, (w, k) that satisfies the two relations given above.
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