/10715-Advanced-Intro-to-Machine-Learning

Solution, code and data for Advanced Introduction to Machine Learning

Primary LanguageMATLAB

Advanced-Intro-to-Machine-Learning

10715 Advanced Introduction to Machine Learning is an advanced course at CMU designed for PhD in related fields (machine learning, language technologies and etc.).

CMU also has 10701 Machine Learning that's for general PhD/MS and 10601 that's an introductory course for MS.

Homework 1

  • MLE and MAP (closed form solution)
  • Conjungation (Gamma and exponential distribution)
  • Non closed form MLE and MAP (gradient descent and Newton's method)
  • Naive Bayes
  • [Bayes Model Averaging]
  • Convex functions and deep learning