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"\n",
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"Let us take these concepts one by one, in order to understand how they fit together in practice. First, we need to understand what Samuel means by a *weight assignment*.\n",
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"\n",
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"Weights are just variables, and a weight assignment is a particular choice of values for those variables. The program's inputs are values that it processes in other to products its results -- for instance, taking image pixels as inputs, and returning the classification \"dog\" as a result. But the program's weight assignments are other values which define how the program will operate.\n",
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"Weights are just variables, and a weight assignment is a particular choice of values for those variables. The program's inputs are values that it processes in order to products its results -- for instance, taking image pixels as inputs, and returning the classification \"dog\" as a result. But the program's weight assignments are other values which define how the program will operate.\n",
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"\n",
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"Since they will affect the program they are in a sense another kind of input, so we will update our basic picture of <<basic_program>> and replace it with <<weight_assignment>> in order to take this into account:"
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]
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