DB and Tools

Databases and Tools (free)

[Databases]
Natural language processing:

http://anthology.aclweb.org

Speech and Language

https://www.ldc.upenn.edu (not free)
http://catalog.elra.info (not free)
http://research.nii.ac.jp/src/en/index.html

Tracking and surveillance

http://www.cvg.rdg.ac.uk/PETS2006/data.html

The Swiss national bank

http://www.snb.ch/en/
http://www.snb.ch/en/iabout/pub

Moratility

http://www.mortality.org

FUsing Sensor Information from Observing Networks (FUSION) Field Trial (FFT07)

https://ams.confex.com/ams/90annual/techprogram/paper_161906.htm

ARTEMIS

http://www.artemis.bm

[Tools]
Non-parametric:

http://www.cs.princeton.edu/~blei/publications.html
http://www.chasen.org/~daiti-m/dist/lda/
http://www.chasen.org/~daiti-m/dist/rsm/

State space modeling

http://libbi.org

Seech recognition

http://htk.eng.cam.ac.uk

GP

http://www.gaussianprocess.org/gpml/

SVM

http://www.csie.ntu.edu.tw/~cjlin/libsvm/
http://www.csie.ntu.edu.tw/~cjlin/liblinear/

Bayesian inference

https://alea.bordeaux.inria.fr/biips/doku.php
https://alea.bordeaux.inria.fr/index.php/general