Equation 2 · Part 1 · A History of Small and On-Device AI
Symbol M
What this part means
M is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Its job in the formula
M is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Full expression→Symbol M→Article meaning
The passage around this formula
…depthwise separable convolution splits that into a depthwise layer that filters each input channel on its own, followed by a 1×1 pointwise convolution that recombines the results [ 1 ] . For a kernel, M input channels, N output channels and a feature map, a standard convolution costs M N multiply-adds. The paper gives the depthwise separable replacement’s cost, and its ratio to the standard cost, directly:
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A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.
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Sources cited in the surrounding passage
These citations provide research context; check each source for the exact claim it supports.