2020 VBC Pre-Conference Workshop
"Learning from Data"
with Anthony Kapolka and Sofya Chepushtanova
@
VBC: Virtual Biennial Conference 2020
, June 28, 2020
Video Part 1
and
Slides Part 1:
Introduction; Wilkes Pets image dataset; some commercial results.
Practice Session 1:
Choosing an image size
Video Part 2
and
Slides Part 2:
Dimensionality reduction (PCA); data preparation.
Practice Session 2:
PCA experiments
Video Part 3
and
Slides Part 3:
Classifiers: decision trees and SVM.
Practice Session 3:
SVM experiments
Video Part 4
and
Slides Part 4:
More classifiers: kNN, Naive Bayes, ANN.
Practice Session 4:
More classifiers to try!
Video Part 5
and
Slides Part 5:
Summary: doing research.
Concluding Discussion
Download
Dataset Overview (pdf)
Wilkes Pets Dataset (2.5GB Zip file)
If you have any questions, please let us know:
anthony.kapolka [AT] wilkes.edu
sofya.chepushtanova [AT] wilkes.edu
