AI-powered Crypto Predictor
A cryptocurrency price prediction platform that uses machine learning to forecast market trends. Users can explore real-time crypto data, view price predictions powered by a RandomForest model, and analyze market indicators through an intuitive web interface.
Project Overview
What It Does
Key Metrics
CoinPulse leverages machine learning to analyze cryptocurrency market data and predict whether a coin's price will rise or fall. The system processes data from the top cryptocurrencies, applies sophisticated technical indicators (RSI, MACD, Bollinger Bands), and uses a RandomForest classifier to generate predictions with high accuracy.
Users can select any cryptocurrency from the interface, and the application queries the cloud-hosted ML model via FastAPI to deliver instant predictions based on current market conditions. The React frontend displays real-time data, interactive charts, and trend indicators through an intuitive web interface.
Prediction Accuracy
Uptime
API Response Time
Supported Coins
Training Data Points
Technical Indicators
Key Features
Technical Indicators
RSI, MACD, Bollinger Bands, Moving Averages for comprehensive market analysis
Random Forest Classification
Ensemble learning model predicting price movements with high accuracy
Real-time Data
Live crypto data from CoinGecko API for top 100 cryptocurrencies
Self-hosted API
Scalable Flask API deployed on self-hosted VPS with Docker for instant predictions
Project Gallery
Technical Stack
MACHINE LEARNING
BACKEND
FRONTEND
APIS
LIBRARIES
Hurdles & Resolutions
Challenges
Feature Engineering
Engineering indicator features cleanly for ML training/inference
FastAPI Deployment
Packaging and deploying an efficient FastAPI service on Heroku
Frontend Integration
Wiring a responsive frontend to live model outputs
Solutions
Feature Engineering
Created modular pipeline for calculating RSI, MACD, and Bollinger Bands
FastAPI Deployment
Containerized the application with Docker for consistent deployment
Frontend Integration
Built RESTful API endpoints with real-time data synchronization