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Cryptocurrencies

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OVERVIEW

Creating a cryptocurrency investment report that includes what cryptocurrencies are on the trading market and how they could be grouped to create a classification system using an unsupervised machine learning model.

PURPOSE

Helping a hypothetical investment bank offer a crypto-focused portfolio for its customers.

OUTLINE

Part 1: Preprocessing the Data for PCA

  • read in file

  • remove columns with unnecessary data for unsupervised learning

  • get rid of nulls

  • remove untradable coins

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Part 2: Reducing Data Dimensions Using PCA

  • assigning the new data to 3 different components

  • create a PCA DataFrame

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Part 3: Clustering Cryptocurrencies Using K-means

  • use KMeans to cluster the crypto data

  • print predictions made by the model

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-add predictions to original data

  • create an elbow curve

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Part 4: Visualizing Cryptocurrencies Results

  • create a 3D and 2D scatter plot

  • count all the currently available cryptos

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