BUAD5082 Machine Learning II

Week 05: Tree-Based Methods & Exam

Tuesday
PPT: Trees
Tree Demo on Google Sheets
Lab: Tree.R
A visual introduction to machine learning
Decision Trees (Machine Learning University by Amazon)
Decision Tree Earrings

Complete before next class
IL02 Solution Files
R Clinic PPT
R Clinic Code in R File 

Thursday
Exam Review
TP01 Presentations: Team 3, Team 4 (poll), & Team 14
IA02 Solution File

Friday
Exam

Complete before next class
ISLR Chapter 8.2 Bagging, Random Forests, Boosting
Random Forest (Machine Learning University by Amazon)
Bagging (13:45)
Boosting (12:03)
Lab: Random Forest & Boosting (15:35)
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Weekly Topics

  • Home
  • Week 01: Introduction, Review & Feature Selection
  • Week 02: Feature Selection
  • Week 03: Feature Selection & Non-Linear Models
  • Week 04: Non-Linear Models
  • Week 05: Tree-Based Methods & Exam
  • Week 06: More Tree-Based Methods
  • Week 07: SVM1
  • Week 08: SVM2
  • Week 09: Unsupervised Learning Day 1
  • Week 10: Unsupervised Learning Day 2
  • Week 11 Final Exam
  • Week 12: Final Team Presentations (TP02)
  • TP01 Instructions
  • Resources & References

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