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lines changed Original file line number Diff line number Diff line change @@ -51,3 +51,49 @@ @article{scikit-learn
5151 year = { 2011} ,
5252 url = { http://scikit-learn.org} ,
5353}
54+
55+ @misc {TensorFlow ,
56+ title = { {TensorFlow}: Large-Scale Machine Learning on Heterogeneous Systems} ,
57+ url = { http://tensorflow.org/} ,
58+ author = { Martín~Abadi and
59+ Ashish~Agarwal and
60+ Paul~Barham and
61+ Eugene~Brevdo and
62+ Zhifeng~Chen and
63+ Craig~Citro and
64+ Greg~S.~Corrado and
65+ Andy~Davis and
66+ Jeffrey~Dean and
67+ Matthieu~Devin and
68+ Sanjay~Ghemawat and
69+ Ian~Goodfellow and
70+ Andrew~Harp and
71+ Geoffrey~Irving and
72+ Michael~Isard and
73+ Yangqing Jia and
74+ Rafal~Jozefowicz and
75+ Lukasz~Kaiser and
76+ Manjunath~Kudlur and
77+ Josh~Levenberg and
78+ Dan~Mané and
79+ Rajat~Monga and
80+ Sherry~Moore and
81+ Derek~Murray and
82+ Chris~Olah and
83+ Mike~Schuster and
84+ Jonathon~Shlens and
85+ Benoit~Steiner and
86+ Ilya~Sutskever and
87+ Kunal~Talwar and
88+ Paul~Tucker and
89+ Vincent~Vanhoucke and
90+ Vijay~Vasudevan and
91+ Fernanda~Viégas and
92+ Oriol~Vinyals and
93+ Pete~Warden and
94+ Martin~Wattenberg and
95+ Martin~Wicke and
96+ Yuan~Yu and
97+ Xiaoqiang~Zheng} ,
98+ year = { 2015} ,
99+ }
Original file line number Diff line number Diff line change @@ -39,11 +39,12 @@ arrays and (nested) `std::vector`s. root_numpy can also create columns in the
3939output NumPy array from mathematical expressions like ROOT's ` TTree::Draw() ` .
4040root_numpy's internals are written in Cython [ @Cython ] , installed as compiled
4141C++ extensions, and can handle data with comparable speed to ROOT as shown in
42- Figure \ref{benchmark}.
42+ Figure \ref{benchmark}. root_numpy can also convert between ROOT histograms and
43+ NumPy arrays, and sample or evaluate ROOT functions as NumPy arrays.
4344
44- root_numpy also provides functions for converting between ROOT histograms and
45- NumPy arrays, sampling or evaluating ROOT functions as NumPy arrays, and an
46- interface to TMVA [ @ TMVA ] , ROOT's machine learning toolkit .
45+ root_numpy interfaces NumPy with TMVA [ @ TMVA ] , ROOT's machine learning toolkit,
46+ but naturally allows ROOT users to take advantage of scikit-learn
47+ [ @ scikit-learn ] and TensorFlow [ @ TensorFlow ] .
4748
4849![ Benchmarking root_numpy's ` tree2array() ` function against ROOT's ` TTree::Draw() ` \label{benchmark}] ( ../benchmarks/bench_tree2array.pdf )
4950
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