Manifold Learning

Concepts in Manifold Learning and Spectral Clustering Techniques

• Illustration of Spectral Clustering Techniques on
  • Concentric Circles Dataset
  • Swiss Roll Dataset
• Manifold Visualization using
  • Multi-Dimensional Scaling(MDS)
  • Locally Linear Embeddings(LLE)
  • Isomap
• Image Classification on CIFAR-10 post dimensionality reduction using
  • Principal Component Analysis (PCA)
  • Isomap

The Notebook is self explanatory and contains necessary analysis and formulations

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