Week 5: Clustering

Week 5: Clustering

Announcements

Class participation, EdSTEM, Figma, and Google Folder.
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Tuesday

Midterm

Research questions
Literature review
Paper format, two-page poster and full length eight-page paper
Timeline
Team, student pairs

Sklearn Tutorial and Scipy

Iris Dataset

Comparing clustering algorithms with iris dataset
Example 1
Example 02

Textbooks

All textbooks are free available online, and are optinal, not required.

Deep Learning by Ian Goodfellow, Yoshua Bengio, and Aaron Courville
Table of Contents
Machine Learning Basics
A Course in Machine Learning by Hal Daume III
Unsupervised Learning
Machine Learning by Tom Mitchell

Other courses

From Week 02 notes
My other course Spring 22

Thursday

Midterm

Research questions
Literature review
Paper format, two-page poster and full length eight-page paper
Timeline
Team, student pairs

Clustering

More Details
K-means
DBSCAN
Comparison
Dataset

Dimmension Reduction

Decomposing signals in components
Principal component analysis (PCA)
Kernel Principal Component Analysis (kPCA)
Independent component analysis (ICA)