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mention scikit-learn and tensorflow
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paper/paper.bib

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@@ -51,3 +51,49 @@ @article{scikit-learn
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year = {2011},
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url = {http://scikit-learn.org},
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}
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@misc{TensorFlow,
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title = {{TensorFlow}: Large-Scale Machine Learning on Heterogeneous Systems},
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url = {http://tensorflow.org/},
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author = {Martín~Abadi and
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Ashish~Agarwal and
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Paul~Barham and
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Eugene~Brevdo and
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Zhifeng~Chen and
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Craig~Citro and
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Greg~S.~Corrado and
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Andy~Davis and
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Jeffrey~Dean and
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Matthieu~Devin and
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Sanjay~Ghemawat and
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Ian~Goodfellow and
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Andrew~Harp and
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Geoffrey~Irving and
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Michael~Isard and
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Yangqing Jia and
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Rafal~Jozefowicz and
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Lukasz~Kaiser and
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Manjunath~Kudlur and
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Josh~Levenberg and
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Dan~Mané and
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Rajat~Monga and
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Sherry~Moore and
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Derek~Murray and
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Chris~Olah and
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Mike~Schuster and
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Jonathon~Shlens and
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Benoit~Steiner and
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Ilya~Sutskever and
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Kunal~Talwar and
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Paul~Tucker and
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Vincent~Vanhoucke and
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Vijay~Vasudevan and
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Fernanda~Viégas and
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Oriol~Vinyals and
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Pete~Warden and
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Martin~Wattenberg and
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Martin~Wicke and
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Yuan~Yu and
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Xiaoqiang~Zheng},
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year = {2015},
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}

paper/paper.md

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@@ -39,11 +39,12 @@ arrays and (nested) `std::vector`s. root_numpy can also create columns in the
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output NumPy array from mathematical expressions like ROOT's `TTree::Draw()`.
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root_numpy's internals are written in Cython [@Cython], installed as compiled
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C++ extensions, and can handle data with comparable speed to ROOT as shown in
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Figure \ref{benchmark}.
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Figure \ref{benchmark}. root_numpy can also convert between ROOT histograms and
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NumPy arrays, and sample or evaluate ROOT functions as NumPy arrays.
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root_numpy also provides functions for converting between ROOT histograms and
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NumPy arrays, sampling or evaluating ROOT functions as NumPy arrays, and an
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interface to TMVA [@TMVA], ROOT's machine learning toolkit.
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root_numpy interfaces NumPy with TMVA [@TMVA], ROOT's machine learning toolkit,
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but naturally allows ROOT users to take advantage of scikit-learn
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[@scikit-learn] and TensorFlow [@TensorFlow].
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![Benchmarking root_numpy's `tree2array()` function against ROOT's `TTree::Draw()`\label{benchmark}](../benchmarks/bench_tree2array.pdf)
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