Public Research Tools
目录
Speech recognition
1. Noise robustness
http://www1.icsi.berkeley.edu/Speech/papers/gelbart-ms/pointers/
2. Qualcomm-ICSI-OGI front end
http://www1.icsi.berkeley.edu/Speech/papers/qio/
3. LTSM/RNN training, GPU&deep supported, parallelcomputing is supported
http://sourceforge.net/projects/currennt/
4. Sequence CRF
http://research.microsoft.com/en-us/projects/scarf/
5. RNNLM: RNN LM toolkit
http://www.fit.vutbr.cz/~imikolov/rnnlm/
6. RWTHLM: RNN LTSM toolkit
http://www-i6.informatik.rwth-aachen.de/web/Software/rwthlm.php
7. cslm: NN LM, GPU supported
http://www-lium.univ-lemans.fr/~cslm/
8. nplm: NN LM, large scale data
http://nlg.isi.edu/software/nplm/
9. OpenSmile: speech feature extraction tool
http://www.audeering.com/research/opensmile
10. praat: famous speech signal manipulation tool
http://www.fon.hum.uva.nl/praat/
11. openEAR: speech emotion detection
http://sourceforge.net/projects/openart/
12. REVERBE: tool from the reverbe challenge
http://reverb2014.dereverberation.com/
13. HTK: ASR toolkit from Cambridge
14. Julius: Japan ASR decoder
http://julius.sourceforge.jp/en_index.php
15. Juier: ASR decoder from AMIDA
https://www.idiap.ch/scientific-research/resources/Juicer
16. sphinx: cmu speech recognition
17. OpenFST: toolkit to manipulate FSTs
http://www.openfst.org/twiki/bin/view/FST/WebHome
Machine Learning
1. general Bayesian inference: doc and tool
http://ksvanhorn.com/bayes/free-bayes-software.html
2. The Variantional Bayesian toolkit:
http://www.gatsby.ucl.ac.uk/vbayes/vbsoftware.html
The sampling based Bayesian approach can be obtained here:
http://www.mrc-bsu.cam.ac.uk/bugs/
3. Topic models from David Blei
http://www.cs.princeton.edu/~blei/topicmodeling.html
4. MCMC approaches also here
http://www.mpe.mpg.de/~aws/BayesForum_201204_KK.pdf
5. Topic models Biography
http://www.cs.princeton.edu/~mimno/topics.html
6. Gibbs LDA
http://gibbslda.sourceforge.net/
7. Tools for DPMM
Jacobei
https://github.com/jacobeisenstein/DPMM
Scikit
http://scikit-learn.org/0.11/index.html
Hains
http://code.google.com/p/haines/
8. Sparse SVMs
http://www.enm.bris.ac.uk/staff/xkh/
9. Lasso
http://www-stat.stanford.edu/~tibs/lasso.html
10. Sparse LU
http://crd-legacy.lbl.gov/~xiaoye/SuperLU/
11. Ensemble SVM
http://homes.esat.kuleuven.be/~claesenm/ensemblesvm/
12. Online learning toolkit
http://www.cais.ntu.edu.sg/~chhoi/libol/
13. VBEM-GMM
http://www.cs.ubc.ca/~murphyk/Software/VBEMGMM/index.html
14. pylearn2
http://deeplearning.net/software/pylearn2/
15. Deep learning resources
http://meta-guide.com/software-meta-guide/100-best-github-deep-learning/
16. Computational Network Toolkit (CNTK)
17. SPMF: A Java Open-Source Pattern Mining Library
http://www.philippe-fournier-viger.com/spmf/index.php
18. libSVM and liblinear: toolkit from Taiwan for SVM and linear model learning
http://www.csie.ntu.edu.tw/~cjlin/libsvm/
http://www.csie.ntu.edu.tw/~cjlin/liblinear/
19. CRF++
http://crfpp.googlecode.com/svn/trunk/doc/index.html?source=navbar
20. Hyperopt: Hyper-parameter Optimization
http://github.com/hyperopt/hyperopt
21. CNTK: computational network toolkit from MS
https://cntk.codeplex.com/SourceControl/latest
22. svmlight
23. t-SNE: a toolkit for drawing high-dim vectors
http://homepage.tudelft.nl/19j49/t-SNE.html
24. GURLS: Grand Unified Regularized Least Squares
http://lcsl.mit.edu/gurls.html
25. Bayesopt
https://bitbucket.org/rmcantin/bayesopt
26. TensorFlow: Google opensource ML toolkit
NLP toolkits and resources
1. Stanford tools
http://nlp.stanford.edu/software/
2. Traditional Chinese public dictionary and statistics
http://www.edu.tw/files/site_content/m0001/pin/yu7.htm?open
3. Idiom Traditional Chinese public words
http://dict.idioms.moe.edu.tw/cydic/index.htm
4. RNN toolkit from microsoft
http://research.microsoft.com/en-us/projects/rnn/
5. A bunch of resources
http://www-nlp.stanford.edu/links/statnlp.html
6. SEMPRE (QA toolkit)
http://www-nlp.stanford.edu/software/sempre/
7. WEKA: probably the most famous ML toolkit
http://www.cs.waikato.ac.nz/ml/weka/
8. word2vector: word vector embedding from google
http://code.google.com/p/word2vec/
9. moses: SMT tool
10. joshua: SMT tool
http://joshua-decoder.org/5.0/pipeline.html
11. mgizapp: SMT alignment tool
http://www.kyloo.net/software/doku.php/mgiza:overview
12. SRILM toolkit
http://www.speech.sri.com/projects/srilm/
13. IRSTLM
14. IKAnalyze: word segment tool
http://code.google.com/p/ik-analyzer/downloads/list
15. ICTCLA word segment tool
16. Phrasal translation tool
https://github.com/stanfordnlp/phrasal
SID toolits
1. Alize from Avignon
http://mistral.univ-avignon.fr/download_en.html
2. Idiap: Xbob speaker recognition system
https://github.com/bioidiap/xbob.spkrec
http://www.idiap.ch/~marcel/professional/Resources.html
3. SPEAR: A Speaker Recognition Toolkit based on Bob
https://pypi.python.org/packages/source/b/bob.spear/bob.spear-1.1.2.zip
4. VB diarization from BUT
http://speech.fit.vutbr.cz/software/vb-diarization-eigenvoice-and-hmm-priors
Computer Vision
1. OpenCV: the most famous CV tool
Other tools
1. MathType: MS word plugin for math equations from Latex to word or vice versa.
http://rj.baidu.com/soft/detail/14927.html?ald
