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crypto-prediction

v1.1.0

Published

a month ago

This project predicts cryptocurrency prices (Bitcoin, for example) using machine learning (TensorFlow.js). It fetches historical data, processes it, trains a model, and predicts the future prices based on various time windows (1 hour, 24 hours, 7 days, et

Downloads

28

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Crypto Price Prediction with TensorFlow.js

This project predicts cryptocurrency prices (Bitcoin, for example) using machine learning (TensorFlow.js). It fetches historical data, processes it, trains a model, and predicts the future prices based on various time windows (1 hour, 24 hours, 7 days, etc.).

Features

Fetch Historical Data: Uses the CryptoCompare API to fetch historical Bitcoin data.
Data Processing: Processes the data with technical indicators like RSI, EMA, and volume change.
Model Training: Trains a neural network model using TensorFlow.js to predict future prices.
Prediction: Predicts the price for a given future time window (e.g., 1 hour, 24 hours, 7 days).
Customizable Time Windows: Switch between different timeframes for prediction (1 hour, 24 hours, 7 days).
Model Persistence: Saves the trained model and loads it for future predictions.

Installation

To get started, you can install the package from npm.

npm install crypto-price-prediction