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cryptocurrencies's Introduction

Cryptocurrencies

Using unsupervised machine learning to classify a portfolio of currently tradable cryptocurrencies


Resources

  • crypto_data.csv
  • Jupyter Notebook
  • Libraries: pandas, numpy, hvplot, plotly, sklearn

Overview

1 - The crypto_data.csv dataset was cleaned and preprocessed in order to perform PCA (Principal Component Analysis).

2 - The resulting dataframe was reduced to 3 dimensions using PCA.

pca

3 - K-Means analysis was performed using the PCA data to determine the number of clusters (4) and create a prediction model.

elbow

4 - Visualizations were created to show:

  • K-means clustering in 3D

3D

  • a table sortable by feature

hvtable

  • a scatterplot of coin supply vs coins mined

2D

The completed code crypto_clustering.ipynb is available here

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Contributors

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