crypto-prediction v1.13.0

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