Git Product home page Git Product logo

cryptoclustering's Introduction

CryptoClustering

Unsupervised Learning model used to cluster groups of crypto currencies based on a vast array of market data to detect best-of-class assets.

Steps:

  • Found best value for k Using the Original Scaled DataFrame.
  • Plotted elbow curve.
Screen Shot 2023-06-14 at 2 05 13 AM
  • Clustered Cryptocurrencies with K-means using originaly scaled data.
  • Fitted the model to make precitions based on best elbow value.
  • Created a scatter plot: x-axis = price change percentage in 24 hours; y-axis = the price change percentage in 7 days.
  • Colorred the points with the labels found using K-means and add the "coin_id" as a hover column.
Screen Shot 2023-06-14 at 2 05 39 AM
  • Optimized clusters with Principal Component Analysis.
  • Plotted and overlapped both models to compare effiencies of models and elbow curves.
Screen Shot 2023-06-14 at 2 06 08 AM Screen Shot 2023-06-14 at 2 06 50 AM

Conclusion

After visually analyzing the cluster analysis results, the impact of using fewer features to cluster the data using K-Means in a PCA model resulted in two distinct clusters that are closer to each other than the original model. Only one coin represents group 2 & 3's clusters in the PCA scatter plot.

cryptoclustering's People

Contributors

phil-mart avatar

Watchers

Kostas Georgiou avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.