LiXirong / Dimensionality-Reduction-and-Clustering

Some dimensionality reduction and clustering examples using sklearn library

Dimensionality-Reduction-and-Clustering

This repository contains:

1. Some dimensionalit reduction algorithms.(PCA, Kernel PCA, t-SNE, LDA, FA, FastICA, LLE.ipynbPCA, Kernel PCA, t-SNE, LDA, FA, FastICA, LLE.ipynb)
2. Some clustering algorithms.(KMeans, DBSCAN, SpectralClustering, Hierarchical Clustering, MeanShift.ipynbKMeans, DBSCAN, SpectralClustering, Hierarchical Clustering, MeanShift.ipynb)
3. An example of different dimensionality reduction algorithms and clustering algorithms.(Dimensionality reduction & clustering.ipynb)

Requirements

munkres
matplotlib
sklearn
numpy
seaborn