Hidden Markov Models
====================

Speech recognition coursework focusing on training and  analysing hidden markov models, main dev notebook [here](markov.ipynb).

![PDFs with observations marked](report/res/pdfs-w-obs.png)
Probability density functions with provided observations marked

![Occupation likelihoods](report/res/occupation-line.png)
Occupation likelihoods for each state through time

![Training iterations](report/res/iterated-pdfs.png)
Output Gaussian functions through 5 iterations of Baum-Welch training