Algorithmic Trading Bot

2025

Overview

Built a Python-based algorithmic trading bot that uses regression and classification machine learning models to generate trading signals.

Key Features

• ML-driven signal generation.
• Backtested against historical datasets, yielding 12% portfolio return.
• Integrated with Kraken/Coinbase APIs for live data.
• Included risk management, crash detection, and performance logging.

Technologies Used

Python, Polars, Plotly, SQLite/PostgreSQL