nrtedesco

Machine Learning

Notes from CS 7641: Machine Learning at Georgia Tech.

Series

Chapters

20 chapters
  1. 01IntroductionIntroductory Module of CS 7641 - Machine Learning @ Georgia Tech.
  2. 02Decision TreesModule 2 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 1 of Supervised Learning Series.
  3. 03RegressionModule 3 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 2 of Supervised Learning Series.
  4. 04Neural NetworksModule 4 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 3 of Supervised Learning Series.
  5. 05Instance-Based LearningModule 5 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 4 of Supervised Learning Series.
  6. 06Ensemble LearningModule 6 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 5 of Supervised Learning Series.
  7. 07Kernel Methods and SVMsModule 7 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 6 of Supervised Learning Series.
  8. 08Computational Learning TheoryModule 8 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 7 of Supervised Learning Series.
  9. 09VC DimensionModule 9 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 8 of Supervised Learning Series.
  10. 10Bayesian LearningModule 10 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 9 of Supervised Learning Series.
  11. 11Bayesian InferenceModule 11 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 10 of Supervised Learning Series.
  12. 12Randomized OptimizationModule 12 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 1 of Unsupervised Learning Series.
  13. 13ClusteringModule 13 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 2 of Unsupervised Learning Series.
  14. 14Feature SelectionModule 14 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 3 of Unsupervised Learning Series.
  15. 15Feature ExtractionModule 15 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 4 of Unsupervised Learning Series.
  16. 16Information TheoryModule 16 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 5 of Unsupervised Learning Series.
  17. 17Markov Decision ProcessesModule 17 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 1 of Reinforcement Learning Series.
  18. 18Reinforcement LearningModule 18 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 2 of Reinforcement Learning Series.
  19. 19Game Theory (Part 1)Module 19 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 3 of Reinforcement Learning Series.
  20. 20Game Theory (Part 2)Module 20 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 4 of Reinforcement Learning Series.