Skip to content

falcalde21/EECE5644-Machine_Learning

This branch is up to date with rohinarora/EECE5644-Machine_Learning:master.

Folders and files

NameName
Last commit message
Last commit date

Latest commit

Nov 28, 2019
200b438 · Nov 28, 2019

History

94 Commits
Oct 12, 2019
Oct 21, 2019
Nov 28, 2019
Nov 14, 2019
Oct 12, 2019
Oct 12, 2019
Nov 4, 2019
Oct 13, 2019
Nov 3, 2019
Nov 3, 2019
Oct 2, 2019
Oct 13, 2019
Oct 2, 2019
Oct 3, 2019
Oct 3, 2019
Oct 12, 2019
Oct 30, 2019
Oct 30, 2019
Nov 3, 2019
Nov 3, 2019
Nov 3, 2019
Sep 26, 2019
Oct 21, 2019
Sep 28, 2019
Oct 30, 2019
Oct 3, 2019
Sep 26, 2019
Oct 3, 2019
Oct 13, 2019
Oct 3, 2019
Oct 12, 2019
Oct 12, 2019
Oct 13, 2019
Oct 2, 2019

Repository files navigation

Taught by Deniz Erdogmus

  • Lecture 1. Review of Linear Algebra
  • Lecture 2. Review of Probability
  • Lecture 3. Review of Optimization
  • Lecture 4. PCA. Intro to Bayesian Decision Theory
  • Lecture 5. Expected Risk Minimization (ERM). Max Likelihood (ML), MAP Decision rule.
  • Lecture 6. ERM. ML, MAP, P(error). ROC.
  • Lecture 7. MAP with Gaussian class conditionals
  • Lecture 8. Parametric estimation. ML, MAP with Poisson, Gamma
  • Lecture 9. Cramer Rao lower bound. Gaussian Bayesian Estimators. Prior as regularizer.
  • Lecture 10. k means. Expectation Maximization. GMM. Factor analysis

Re: ./gen.py. Usage- Generates image numbers from untarred scanned image DIR into markdown format.

python gen.py <DIR name>

Example-

python gen.py L3

Reference

https://stackoverflow.com/questions/11256433/how-to-show-math-equations-in-general-githubs-markdownnot-githubs-blog :/

About

Graduate course on Machine Learning

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages

  • Jupyter Notebook 85.5%
  • HTML 14.5%