Given the following Pronunciation Network, use previous path

probability, transition probability and observation likelihood to discuss the

Forward Algorithm to find out what is the most likely word for the

pronunciation sequence $[$n iy$]$ at the start of the sentence. Discuss the use of

Machine learning tools such as classifiers and sequence models in language

processing tasks.

$3+2$