Advanced ML models analyze market patterns and provide expected-value forecasts with uncertainty ranges for Bitcoin, Ethereum, and other cryptocurrencies. Explore probabilistic estimates and historical model performance.
Explore probabilistic forecasts and understand model uncertainty for cryptocurrency markets
Our machine learning pipeline transforms market data into probabilistic forecasts with uncertainty estimates
Real-time market data is collected from exchanges, including OHLCV candles, volume, and technical indicators.
LightGBM models analyze patterns and generate probabilistic forecasts using gradient boosting on engineered features from historical data.
Forecasts are displayed with expected ranges, error metrics, and historical model performance for transparent analysis.
Models use strict chronological splits (70% train, 15% validation, 15% test) to prevent data leakage and ensure realistic performance.
Direct multi-step forecasting provides predictions for multiple future horizons, giving you visibility into short and long-term trends.
Join BlockTix today and explore probabilistic cryptocurrency forecasts, interactive charts, and transparent model performance metrics.