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docs: Update PoissonRegression.ipynb
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committed by
Benoit Chevallier
parent
3cfba99c7c
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cb660d89f9
@@ -575,7 +575,7 @@
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"\n",
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"Here is where we encounter one of the limitations of our framework. We perform a dot product in the prediction, in the QuantizedLinear class, but in our framework the maximum integer size is, for now, limited to 7 bits. As every multiplication doubles the number of bits of precision of the inputs performing 57 multiplication-additions of integers to compute w.x would quickly overflow 7 bits. \n",
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"\n",
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"As a workaround the limited accumulator resolution, we perform PCA to reduce dimensionality from 57 to 14 dimensions and train our multi-variate model in this reduced dimensionality space. However, we also train a reference model on all of the original features. "
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"As a workaround to the limited accumulator resolution, we perform PCA to reduce dimensionality from 57 to 14 dimensions and train our multi-variate model in this reduced dimensionality space. However, we also train a reference model on all of the original features. "
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]
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},
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{
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