相关资料集锦"/>
大规模机器学习的相关资料集锦
大规模机器学习是大数据分析与挖掘的重要支撑工具，经过查找，网上QURA有个整理比较好的文献，采用下来，以供大家使用。
转载地址：
（1） 开源工具
- Netlib/Scalapack:
.html - ScalaNLP and breeze
- Theano
- dmlc/xgboost
- NAG:
ric/fd/... - Nvidia Introduces CuDNN, a CUDA-based Library for Deep Neural Networks
- PredictionIO
- Probabilistic Network Library PNL by Intel and PNL | ITLab Lobachevsky State University of Nizhni Novgorod
- refr - Reranker Framework (ReFr) - Google Project Hosting, about: A New Open-Source Framework for Building Reranking Models
- parredHMMlib | Andreas Sand
- SAMOA by yahoo
- The SMALL project: .
eu/ - Decomposer: /
decompo... - SuiteSparse:
esearch... - SMMP:
glas/Pr... - SPARSEKIT: .e
du/~saa... (also .e du/~saa... ) - HEIGEN:
ang/HEI... - MLbase
- 0xdata/h2o
- milakov/nnForge
/
- Leon Bottou's toolkit:
ojects/sgd - MADlib: /
- BayesDB
- Infer.NET
- Matrix factorizations: /
site/ig... - VW: /
- Apache Mahout: / ( notes:www.cs.stanford.edu/~ang/
papers/nips06-mapreducemu lticore.pdf ) - Pegasus:
gasus/ - BID Data Project by John Canny
- VFML: .
edu/dm/... - Shogun:
/ - GraphLab:
u.edu/p... (notes: a/quest... , via Danny Bickson and Joseph Turian ) - iSAX:
monn/iS... - MOA: .
nz/ (notes ojects/... ) - S4: /
- LinAlg (Ruby):
ects/li... - dlib: / (notes:
/papers... ) - Shark:
ceforge... - Borealis:
esearch... - Hama: .o
rg/hama/ - PSVM: /
psvm/ (via Joseph Misiti) - LibCVM:
or/cvm.... (via Joel Hoff) - The TLD project: .
uk/Pers... - LIBLINEAR: .t
w/~cjli... - SVMTorch:
u/S... - SVDPACK:
pack/ - StreamIt: .e
du/cag/... - SENNA:
nna/ - Spark Machine Learning Library (MLlib) (via Apache Spark: The Next Big Data Thing? )
- Spark-LIBLINEAR: Libraries for Large-scale Linear Classification on Distributed Environments
- Elephant: .
nicta.c... (notes:. nicta.c... ) - Elephant/Stream:
.au/~jp... - SparseM:
/web/pa... (via Josh Wills) - R/HPC:
/web/vi... (via Dan Knoepfle) - R/ML:
/web/vi... - SciPy: /
- SciKits:
eforge.... - Sage and IPython: / ,/
moin/ (via Jameson Quinn) - NumPy, etc:
in/Nume... , pi?%3Aa... - ARPACK: /
softwar... - ScaLAPACK:
lapack/ - BLAS implementations:
iki/Bas... - uBLAS/Boost: /
libs/1_... - Eigen:
g/index... - SPIRIT:
/cs/pro... - Scilab:
jects/c... (via Aditya Sengupta) - Java Nonlinear Optimization: ww1.fpl.fs.fed.us/optimiz
ation.html - Java Parallel Optimization:
i-erlan... - JAMA:
numeric... - Octave Multicore:
/mu... (via Jordi Arnabat) - Tesseract OCR: /
tessera... - IBM Parallel ML toolbox:
/te... - Microsoft Sigma:
/en... / - HPCC by LexisNexis : /
- Graphical Models toolbox:
icsa/JGMT/ - Lazy Learning toolbox:
lazy/ - Deep Learning toolbox:
oftware... - Mortar:
yocum/s... - Debellor: /
- STXXL: .
net/
- Matlab Toolbox For Dimensionality Reduction: .n
l/19j49... (via Laurens van der Maaten) - CUDA:
ect/cud... , ect/tes... - Perl Data Language: /
- PGPLOT: .
edu/~tj... - Processing: /
- C5.0:
load.html - Spark: .
org/ - Bagel: /
spark/p... - StatStream: /
papers/... - OpenCV:
e/w... - vecLib:
m/hardw... - Netlab:
as/rese... - Java Numerics:
numeric... - Matrix Toolkits for Java: /
matrix-... - List of numerical analysis software:
iki/Lis... - PLASMA:
sma/ind... - Colt:
re/colt/ - Parallel Colt: /
site/pi... - Incanter:
/incanter/ - Lush: .n
et/ - Hal:
/~hal/s... - Cython for numerical computations: .o
rg/proc...
- Distributed Matlab: /
product... - Microsoft/ISC Star-P: /
pathway... (notes:
.edu/18.... ) - IBM InfoSphere:
tware/d... - Google Prediction API:
is/pred... (notes: /iem /predic... ) - RapidMiner:
t/view/... - Pentaho: /
- Tableu:
e/ - SAS Forecast Server:
logies/... - Esper: /
- Streambase:
/ - Oracle BI: /
solutio... - Tibco Spotfire:
/ - Oracle Data Mining:
hnetwor... , iki/Ora... - Intel Math Kernel:
/en-us/... - EigenDog: (thanks to Julien Verlaguet )
- Boyd:
boyd/so... - Franklin:
u/~fran... - Faloutsos:
ristos/ - Bontempi: /
- Shalev-Shwartz: /
~shais/... - NEC:
esearch... - Select: .
edu/peo... - Shasha: /
papers/... - CBCB:
oftware/ - Wendykier: /
site/pi... - .n
et
l/
- Pregel:
gspot.c... - Has anyone started an Apache project based on Google's recently published Pregel paper?
- Graph Databases:
/ov... - NoSQL Databases:
/ - Kdb+: +.php
- GNU Parallel:
re/para... - Bloom:
/ - LinAlg: /
- Lush: .n
et/ - Brainlab:
/~drewe... - The SRI Language Modeling Toolkit:
/projec... (via Jeff Dalton) - Yahoo LDA:
nmn/Yah... (Via Alex Smola t/63597... ) - AppScale: /
appscal... - Scientific libraries for Mac:
on.edu/... - dmoz AI directory:
ters/Ar... - Metaoptimize thread on ML libraries:
a/quest... - Google Code Search:
esearch... - /
- /?p=230
t/ - /
questio... - Java-matrix-benchmark: /
java-ma... - Gorila: Google Reinforcement Learning Architecture
- Netlib/Scalapack:
.html - ScalaNLP and breeze
- Theano
- dmlc/xgboost
- NAG:
ric/fd/... - Nvidia Introduces CuDNN, a CUDA-based Library for Deep Neural Networks
- PredictionIO
- Probabilistic Network Library PNL by Intel and PNL | ITLab Lobachevsky State University of Nizhni Novgorod
- refr - Reranker Framework (ReFr) - Google Project Hosting, about: A New Open-Source Framework for Building Reranking Models
- parredHMMlib | Andreas Sand
- SAMOA by yahoo
- The SMALL project: .
eu/ - Decomposer: /
decompo... - SuiteSparse:
esearch... - SMMP:
glas/Pr... - SPARSEKIT: .e
du/~saa... (also .e du/~saa... ) - HEIGEN:
ang/HEI... - MLbase
- 0xdata/h2o
- milakov/nnForge
/
- Leon Bottou's toolkit:
ojects/sgd - MADlib: /
- BayesDB
- Infer.NET
- Matrix factorizations: /
site/ig... - VW: /
- Apache Mahout: / ( notes:www.cs.stanford.edu/~ang/
papers/nips06-mapreducemu lticore.pdf ) - Pegasus:
gasus/ - BID Data Project by John Canny
- VFML: .
edu/dm/... - Shogun:
/ - GraphLab:
u.edu/p... (notes: a/quest... , via Danny Bickson and Joseph Turian ) - iSAX:
monn/iS... - MOA: .
nz/ (notes ojects/... ) - S4: /
- LinAlg (Ruby):
ects/li... - dlib: / (notes:
/papers... ) - Shark:
ceforge... - Borealis:
esearch... - Hama: .o
rg/hama/ - PSVM: /
psvm/ (via Joseph Misiti) - LibCVM:
or/cvm.... (via Joel Hoff) - The TLD project: .
uk/Pers... - LIBLINEAR: .t
w/~cjli... - SVMTorch:
u/S... - SVDPACK:
pack/ - StreamIt: .e
du/cag/... - SENNA:
nna/ - Spark Machine Learning Library (MLlib) (via Apache Spark: The Next Big Data Thing? )
- Spark-LIBLINEAR: Libraries for Large-scale Linear Classification on Distributed Environments
- Elephant: .
nicta.c... (notes:. nicta.c... ) - Elephant/Stream:
.au/~jp... - SparseM:
/web/pa... (via Josh Wills) - R/HPC:
/web/vi... (via Dan Knoepfle) - R/ML:
/web/vi... - SciPy: /
- SciKits:
eforge.... - Sage and IPython: / ,/
moin/ (via Jameson Quinn) - NumPy, etc:
in/Nume... , pi?%3Aa... - ARPACK: /
softwar... - ScaLAPACK:
lapack/ - BLAS implementations:
iki/Bas... - uBLAS/Boost: /
libs/1_... - Eigen:
g/index... - SPIRIT:
/cs/pro... - Scilab:
jects/c... (via Aditya Sengupta) - Java Nonlinear Optimization: ww1.fpl.fs.fed.us/optimiz
ation.html - Java Parallel Optimization:
i-erlan... - JAMA:
numeric... - Octave Multicore:
/mu... (via Jordi Arnabat) - Tesseract OCR: /
tessera... - IBM Parallel ML toolbox:
/te... - Microsoft Sigma:
/en... / - HPCC by LexisNexis : /
- Graphical Models toolbox:
icsa/JGMT/ - Lazy Learning toolbox:
lazy/ - Deep Learning toolbox:
oftware... - Mortar:
yocum/s... - Debellor: /
- STXXL: .
net/
- Matlab Toolbox For Dimensionality Reduction: .n
l/19j49... (via Laurens van der Maaten) - CUDA:
ect/cud... , ect/tes... - Perl Data Language: /
- PGPLOT: .
edu/~tj... - Processing: /
- C5.0:
load.html - Spark: .
org/ - Bagel: /
spark/p... - StatStream: /
papers/... - OpenCV:
e/w... - vecLib:
m/hardw... - Netlab:
as/rese... - Java Numerics:
numeric... - Matrix Toolkits for Java: /
matrix-... - List of numerical analysis software:
iki/Lis... - PLASMA:
sma/ind... - Colt:
re/colt/ - Parallel Colt: /
site/pi... - Incanter:
/incanter/ - Lush: .n
et/ - Hal:
/~hal/s... - Cython for numerical computations: .o
rg/proc...
- Distributed Matlab: /
product... - Microsoft/ISC Star-P: /
pathway... (notes:
.edu/18.... ) - IBM InfoSphere:
tware/d... - Google Prediction API:
is/pred... (notes: /iem /predic... ) - RapidMiner:
t/view/... - Pentaho: /
- Tableu:
e/ - SAS Forecast Server:
logies/... - Esper: /
- Streambase:
/ - Oracle BI: /
solutio... - Tibco Spotfire:
/ - Oracle Data Mining:
hnetwor... , iki/Ora... - Intel Math Kernel:
/en-us/... - EigenDog: (thanks to Julien Verlaguet )
- Boyd:
boyd/so... - Franklin:
u/~fran... - Faloutsos:
ristos/ - Bontempi: /
- Shalev-Shwartz: /
~shais/... - NEC:
esearch... - Select: .
edu/peo... - Shasha: /
papers/... - CBCB:
oftware/ - Wendykier: /
site/pi... - .n
et
l/
- Pregel:
gspot.c... - Has anyone started an Apache project based on Google's recently published Pregel paper?
- Graph Databases:
/ov... - NoSQL Databases:
/ - Kdb+: +.php
- GNU Parallel:
re/para... - Bloom:
/ - LinAlg: /
- Lush: .n
et/ - Brainlab:
/~drewe... - The SRI Language Modeling Toolkit:
/projec... (via Jeff Dalton) - Yahoo LDA:
nmn/Yah... (Via Alex Smola t/63597... ) - AppScale: /
appscal... - Scientific libraries for Mac:
on.edu/... - dmoz AI directory:
ters/Ar... - Metaoptimize thread on ML libraries:
a/quest... - Google Code Search:
esearch... - /
- /?p=230
t/ - /
questio... - Java-matrix-benchmark: /
java-ma... - Gorila: Google Reinforcement Learning Architecture
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大规模机器学习的相关资料集锦
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