hmm-workshop

Materials for a workshop on hidden Markov model, (scheduled to be) given at University of Illinois at Urbana-Champaign.

Time: 7:00PM-9:00PM. Apr. 27, 2016.

Location: Room 2013, ECE Building

Links

libgvps: Generic Viterbi Path Searcher

libpyin: Probabilistic YIN pitch estimator

Source code under src/ is under MIT License.

All slides, handout and codes, are summarized from the following sources,

Fink, Gernot A. "Markov models for pattern recognition: from theory to applications". Springer Science & Business Media, 2014.
Ng, Andrew. "Mixtures of Gaussians and the EM algorithm." Stanford University. CS229 Lecture Notes (2014).
Bilmes, Jeff A. "A gentle tutorial of the EM algorithm and its application to parameter estimation for Gaussian mixture and hidden Markov models." International Computer Science Institute 4.510 (1998): 126.

The sounds under data/ are obtained from freesound.org: