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2 Typos Updated lecture4-classification.ipynb #13

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2 Typos Updated lecture4-classification.ipynb #13

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4 changes: 2 additions & 2 deletions aml-book/contents/lecture4-classification.ipynb
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Expand Up @@ -151,7 +151,7 @@
"from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n",
"Machine Learning Repository, which has two wrong data points.\n",
"\n",
"This is perhaps the best known database to be found in the\n",
"This is perhaps the best-known database to be found in the\n",
"pattern recognition literature. Fisher's paper is a classic in the field and\n",
"is referenced frequently to this day. (See Duda & Hart, for example.) The\n",
"data set contains 3 classes of 50 instances each, where each class refers to a\n",
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"source": [
"### Probabilistic Interpretations\n",
"\n",
"Interestingly, the logistic model can also be interpreted as outputing a class membership probability. Specifically, the model defines a conditional probability $P_\\theta(y|x)$ distribution as follows:\n",
"Interestingly, the logistic model can also be interpreted as outputting a class membership probability. Specifically, the model defines a conditional probability $P_\\theta(y|x)$ distribution as follows:\n",
"\n",
"$$\n",
"\\begin{align*}\n",
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