Skip to content

Donysus/Crypto-Price-Prediction

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

5 Commits
 
 
 
 
 
 
 
 

Repository files navigation

🚀 AI-Powered Cryptocurrency Price Prediction Using LSTMs

This project is an AI-driven cryptocurrency price prediction system that fetches real-time Bitcoin price data, applies deep learning (LSTMs) for trend forecasting, and generates buy/sell recommendations based on predicted price movements.

📌 Features

Real-Time Market Data – Fetches live cryptocurrency prices from Alpha Vantage API.
Deep Learning-Based Predictions – Uses LSTM (Long Short-Term Memory) neural networks for accurate price forecasting.
Technical Indicator-Based Analysis – Uses MinMax Scaling for normalized feature extraction.
Real-Time Visualization – Displays actual vs predicted price trends dynamically.
Buy/Sell Recommendations – Provides trading signals based on predicted trends.


⚡ Installation

Step 1: Install Dependencies

Run the following command to install required libraries:

pip install -r requirements.txt

Step 2: Run the Code

Execute the Python script for real-time cryptocurrency price prediction:

python crypto_prediction.py

🛠 Project Structure

crypto-price-prediction/
│── crypto_prediction.py       # Main AI-powered cryptocurrency price prediction script
│── requirements.txt           # List of dependencies
│── README.md                  # Documentation
│── .gitignore                 # Ignore unnecessary files
│── models/                    # Saved trained LSTM models
│── results/                    # Model performance visualizations

📊 How It Works

1️⃣ Fetches real-time cryptocurrency prices from Alpha Vantage (alpha_vantage). 2️⃣ Applies data preprocessing & scaling using MinMaxScaler. 3️⃣ Trains an LSTM-based deep learning model to predict future prices. 4️⃣ Generates real-time predictions & displays actual vs predicted price trends. 5️⃣ Provides Buy/Sell recommendations based on trend direction.

📌 Check out the full implementation: GitHub Repo

💬 Let's discuss AI-powered finance! 🚀

#Crypto #DeepLearning #AI #Bitcoin #Finance #LSTM #DataScience #Python

About

An AI-powered cryptocurrency price prediction system using LSTMs and real-time Alpha Vantage data.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors

Languages