All data are at: https://www.mimuw.edu.pl/~lukaskoz/teaching/sad2/ login: student passwd: sad22018 1) Read https://en.wikipedia.org/wiki/Expectation%E2%80%93maximization_algorithm 2) Go to: https://www.mimuw.edu.pl/~lukaskoz/teaching/sad2/lab2/ a) there is lectures for EM_algorithm (02 EM algorithm and motif finding.pdf) b) do artifical mouse modeling stuff (LAB10.html) - simulate mouse data - do kmeans clustring - do EM clustering - compare kmeans with EM c) some exercises for home (02_Exercise_nonsol.pdf) 3) Other usefull resources: https://ibug.doc.ic.ac.uk/media/uploads/documents/expectation_maximization-1.pdf https://courses.cs.washington.edu/courses/cse312/11wi/slides/12em.pdf https://www.youtube.com/watch?v=REypj2sy_5U https://www.youtube.com/watch?v=iQoXFmbXRJA https://www.youtube.com/watch?v=_aWzGGNrcic <-- for k-means 4) Books: https://www.mimuw.edu.pl/~lukaskoz/teaching/sad2/books/