FA18: Machine Learning

FA18: Machine Learning

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Course
en
English
112 h
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  • 14 Sequences
  • Intermediate Level
  • Starts on August 19, 2018
  • Ends on December 13, 2018

You can't access an archived course

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Course details

Syllabus

Week 1: ML is the ROX/SL 1- Decision Trees
Week 2: SL 2- Regression and Classification
Week 3: SL 3- Neutral Networks
Week 4: SL 4- Instance Based Learning
Week 5: SL 5- Ensemble B&B
Week 6: SL 6- Kernel Methods & SVMs
Week 7: SL 7- Comp Learning Theory
Week 8: SL 8- VC Dimensions
Week 9: SL9- Bayesian Learning
Week 10: SL 10- Bayesian Inference
Week 11: UL 1- Randomized Optimization
Week 12: UL 2- Clustering/ UL 3- Feature Selection
Week 13: UL 4- Feature Transformation/UL 5- Info Theory
Week 14: RL 1- Markov Decision Processes
Week 15: Reinforcement Learning
Week 16: RL 3 Game Theory/Outro

Prerequisite

None.

Instructors

Charles Isbell
Executive Associate Dean and Professor
The Georgia Institute of Technology

Editor

The Georgia Institute of Technology

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