Clustering using k-means

[MontyCoder0701]

https://www.pythonforfinance.net/2018/02/08/stock-clusters-using-k-means-algorithm-in-python/ https://coinmarketcap.com/tokens/views/all/

Cluster the tokens and see what clusters show up.

[MontyCoder0701]

The initial clustering looks pretty bad. We can try to improve the data preprocessing, change the hyperparameters, or try another clustering algorithm. Also there are not enough datasets to begin with.

[MontyCoder0701]

Changed the data preprocessing to standard scaler, which did improve the cluster.

• [x] Try out different combinations of x and y
• [x] Use elbow to figure out best number of clusters

[MontyCoder0701]

https://medium.com/swlh/k-means-clustering-on-high-dimensional-data-d2151e1a4240 Apply PCA to reduce to two dimensions