Practical Machine Learning Unsupervised Learning Sven Mayer Unsupervised
- Slides: 21
Practical Machine Learning Unsupervised Learning Sven Mayer
Unsupervised Learning • Data Input “Training” Programm (Model) Not needed: • Lables (Classes) • Continues values 2 Sven Mayer
Unsupervised Learning What can we learn just buy looking at the data? �� �� 3 Sven Mayer
Unsupervised Learning What can we learn just buy looking at the data? �� �� 4 Sven Mayer
Learning Strategies Supervised Learning Unsupervised Learning Discrete Classification or Categorization Clustering Continuous Regression Dimensionality reduction 5 Sven Mayer
Unsupervised Learning Methods § § § Hierarchical clustering K-means clustering Principal Component Analysis (PCA) Singular Value Decomposition Independent Component Analysis …. 6 Sven Mayer
Clustering Unsupervised Learning 7 Sven Mayer
Unknown Data 8 Sven Mayer
Clustering K-means clustering § Uncovering “structure” in unlabeled data 9 Sven Mayer
Clustering K-means clustering 10 Sven Mayer
Clustering K-means clustering ? 11 Sven Mayer
Clustering Cluster Count? 12 Sven Mayer
Dimensionality Reduction Unsupervised Learning 13 Sven Mayer
Dimensionality Reduction Principal Component Analysis (PCA) § Transforming high-dimensional data into a low-dimensional space Sven Mayer
Dimensionality Reduction Principal Component Analysis (PCA) § Transforming high-dimensional data into a low-dimensional space 15 Sven Mayer
Dimensionality Reduction Principal Component Analysis (PCA) § Transforming high-dimensional data into a low-dimensional space 16 Sven Mayer
Dimensionality Reduction Principal Component Analysis (PCA) 17 Sven Mayer
Dimensionality Reduction Principal Component Analysis (PCA) 18 Sven Mayer
Dimensionality Reduction Principal Component Analysis (PCA) 19 Sven Mayer
Conclusion Unsupervised Learning § Clustering § Finding meaning in unlabeled data § Dimensionality Reduction § Transforming high-dimensional data into a low-dimensional space § Reducing the data to more essential features. 20 Sven Mayer
License This file is licensed under the Creative Commons Attribution-Share Alike 4. 0 (CC BY-SA) license: https: //creativecommons. org/licenses/by-sa/4. 0 Attribution: Sven Mayer
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