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The Power of the Cloud and Unsupervised Learning

by Arzu Isik Topbas

Clustering Crypto

I put my unsupervivsed learning and Amazon SageMaker skills into action by clustering cryptocurrencies and creating plots to present the results.

You are asked to accomplish the following main tasks:

1 - Data Preprocessing :

  • I cleaned data for dimension reduction with PCA and clustering using K-Means.

2 - Reducing Data Dimensions Using PCA :

  • I reduced data dimension using the PCA algorithm from sklearn.

3 - Clustering Cryptocurrencies Using K-Means :

  • I predicted clusters using the cryptocurrencies data using the KMeans algorithm from sklearn.

4 - Visualizing Results :

  • I created some plots and data tables to present your results.

3D

Scatter


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