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CryptoAnalysis

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Overview

This project focuses on analyzing and predicting the prices of various cryptocurrencies using exploratory data analysis (EDA), transfer learning with time series models, and creating an interactive visualization dashboard.

Project Structure

The project is organized into three main phases:

1. Exploratory Data Analysis (EDA)

  • Conducted end-to-end EDA for the following cryptocurrencies:

    • Bitcoin
    • Ethereum
    • Binance Coin
    • Dogecoin
    • Tether
    • Solana
    • Cardano
    • US Dollar Coin
    • Polkadot
    • XRP
  • Utilized various statistical and visual techniques to gain insights into the historical data.

  • Implemented easy-to-understand data visualizations to represent key trends and patterns.

2. Transfer Learning for Price Prediction

Implemented transfer learning using three different models:

a. ARIMA (AutoRegressive Integrated Moving Average)

  • Applied ARIMA model for time series forecasting of cryptocurrency prices.

b. Facebook Prophet

  • Utilized Facebook Prophet for time series prediction with additional features.

c. LSTM (Long Short-Term Memory)

  • Employed LSTM neural networks for deep learning-based price prediction.

3. Tableau Dashboard Click Here

  • Scraped the data from CoinMarketCap for the top 5 cryptocurrency

  • Pre-processed the data to create a single Data Source for the Tableau Dashboard

  • Created an interactive and easy-to-understand Tableau dashboard to visualize top 5 cryptocurrency daily trading prices, volume and market cap.

  • Integrated the predicted prices from the transfer learning models into the dashboard for comprehensive analysis.

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