ICP 6 - Murarishetti-Shiva-Kumar/Python-Deep-Learning-Programming GitHub Wiki

Python Programming

1. Apply K means clustering in this Data Set

Remove any null values by the mean.

image

Use the elbow method to find a good number of clusters with the KMeans algorithm

image

2.Calculate the silhouette score for the above clustering

image

3.Try feature scaling to see if it will improve the Silhouette score

image

4.Apply PCA on the same dataset.

image

Bonus points

1.Apply kmeans algorithm on the PCA result and report your observation if the score improved or not?

a.You can try different variation like PCA+KMEANS , SCALING+PCA+KMEANS.

image image image image

2.Visualize the clustering of first bonus question

image image