AlpacaSeer
Industry
Finance
Client
Quantitative Traders
Service
Machine Learning
Date
March 2025
Overview
AlpacaSeer is a Python-based machine learning project that uses the Alpaca API to fetch real-time and historical stock market data, process it with various technical indicators, and make predictions about future price movements. The project is designed to run in Google Colab, making it accessible without the need for local setup or configuration.
Features
Real-time Data Integration: Connects to Alpaca API for live market data
Technical Analysis: Calculates key indicators like Moving Averages, MACD, RSI
Machine Learning Models: Uses Random Forest to predict market direction
Backtesting: Tests prediction accuracy against historical data
Visualization: Displays buy/sell signals and model performance
Paper Trading Mode: Test strategies without risking real money
