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Topological Data Analysis - New Perspectives on Machine Learning - by Jesse Johnson
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- 1 Introduction
- 2 Mathematical Models
- 3 Probability Distribution
- 4 Analysis
- 5 Classification
- 6 Clustering
- 7 FourDimensional Data
- 8 FourDimensional Geometry
- 9 Iris Data
- 10 Categories
- 11 Geometricity
- 12 Words
- 13 Sentences
- 14 Engrams
- 15 Sound
- 16 Pictures
- 17 Kmeans
- 18 Results
- 19 Why Geometry
- 20 Simple Structures
- 21 Geometric Structures
- 22 Complex Structures
- 23 Persistent Homology
- 24 Learning Curves
- 25 Scaling
- 26 Sampling
- 27 Local analysis