learning bit by bit clustering. supervised vs. unsupervised training vs. exploring

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Learning Bit by Bit Clustering

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Page 1: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Learning Bit by Bit

Clustering

Page 2: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Supervised vs. Unsupervised

• Training vs. Exploring

Page 3: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Supervised vs. Unsupervised

• Training vs. Exploring• The “right answer”

Page 4: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Supervised vs. Unsupervised

• Training vs. Exploring• The “right answer”• Data

Page 5: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Supervised vs. Unsupervised

• Training vs. Exploring• The “right answer”• Data• Error

Page 6: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Clustering

• Hierarchical or Agglomerative• K-means

Page 7: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Clustering

Page 8: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Clustering

• Cat =– Fluffy– Whiskers– Triangular perky ears– Long tail

Page 9: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Clustering

Page 10: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

catcat

Page 11: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Hierarchical Clustering

Page 12: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Hierarchical Clustering

Page 13: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Hierarchical Clustering

Page 14: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Hierarchical Clustering

Page 15: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Hierarchical Clustering

Page 16: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Hierarchical Clustering

Page 17: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Hierarchical Clustering

Page 18: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Hierarchical Clustering

Page 19: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Dendrogram

Page 20: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Single Link

Page 21: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Single Link

Page 22: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Single Link

Page 23: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Single Link

Page 24: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Clustering Demos

Page 25: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Hierarchical Clustering

• Problem?

Page 26: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 27: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 28: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 29: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 30: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 31: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 32: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 33: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 34: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 35: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

Page 36: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

K-Means Clustering

• Demo

Page 37: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Homework

Page 38: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Homework

Page 39: Learning Bit by Bit Clustering. Supervised vs. Unsupervised Training vs. Exploring

Homework

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