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03 - Classification.ipynb

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" - *circle* or *hexagon*\n",
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" - *triangle* or *hexagon*\n",
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"\n",
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"In both approaches, the overall model that combines the classifiers generates a vector of predictions in which the probabilities generated from the classifiers are used to determine which class to predict, so a prediction for *circle* would be \\[0,1,0,0\\]\n",
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"In both approaches, the overall model that combines the classifiers generates a vector of predictions in which the probabilities generated from the individual binary classifiers are used to determine which class to predict.\n",
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"\n",
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"Fortunately, in most machine learning frameworks, including scikit-learn, implementing a multiclass classification model is not significantly more complex than binary classification - and in most cases, the estimators used for binary classification implicitly support multiclass classification by abstracting an OVR algorithm, an OVO algorithm, or by allowing a choice of either.\n",
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"\n",

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