40. HMM Resources

HMM Resources

HMM Resources

AIMA: Chapter 15.4-15.6 (provides another viewpoint on HMMs with a natural extension to Kalman filters, particle filtering, and Dynamic Bayes Nets), Chapter 20.3 (hidden variables, EM algorithm)

Further study

Huang, Ariki, and Jack’s book Hidden Markov Models for Speech Recognition.

Yechiam Yemini's slides on HMMs used in genetics (gene sequencing, decoding).

Sebastian Thrun and Peter Norvig’s AI course:

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