A vector is a line segment, counted from a point in space, whose length represents a magnitude to scale, in a given direction and in one of its directions.
In a basic neural network, consisting of several inputs Xi [i=1..n], each of whose values is multiplied by a "weight" Wi. The weight is a value that expresses the importance of each input when calculating the output.