MADE Advanced ML

Homeworks for the advanced ml course at MADE Big Data Academy

Problems author Sergey Nikolenko

HW1 Bayes' theorem and linear regression: what to do with the coronavirus?

Bayes' theorem, Visualization of the posterior distribution of parameters, Linear regression with exponential and sigmoid functions

Problem statement RU | Comments RU

HW2 Rating system for sports brain game "What? Where? When?"

EM algorithm

Problem statement RU | Comments RU

HW3 MCMC sampling and "The Adventure of the Dancing Men"

text decoding, n-gram frequency analysis, MCMC sampling

Problem statement RU | Comments RU & EN