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notebooks/00.00-Preface.ipynb

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"\n",
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"Each chapter of this book focuses on a particular package or tool that contributes a fundamental piece of the Python Data Sciece story.\n",
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"\n",
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"1. IPython and Jupyter: these packages provide the the computational environment in which many Python-using data scientists work.\n",
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"1. IPython and Jupyter: these packages provide the computational environment in which many Python-using data scientists work.\n",
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"2. NumPy: this library provides the ``ndarray`` for efficient storage and manipulation of dense data arrays in Python.\n",
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"3. Pandas: this library provides the ``DataFrame`` for efficient storage and manipulation of labeled/columnar data in Python.\n",
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"4. Matplotlib: this library provides capabilities for a flexible range of data visualizations in Python.\n",

notebooks/05.11-K-Means.ipynb

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"We might imagine using the same trick to allow *k*-means to discover non-linear boundaries.\n",
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"One version of this kernelized *k*-means is implemented in Scikit-Learn within the ``SpectralClustering`` estimator.\n",
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"It uses the the graph of nearest neighbors to compute a higher-dimensional representation of the data, and then assigns labels using a *k*-means algorithm:"
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"It uses the graph of nearest neighbors to compute a higher-dimensional representation of the data, and then assigns labels using a *k*-means algorithm:"
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