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Chronos-Powered Crypto Forecasting & Trading
End-to-end BTC/USDT futures forecasting pipeline combining Amazon Chronos-2, LightGBM quantile models, regime-aware strategy logic, and walk-forward backtesting.
forecastingtradingtime-series
Problem
Crypto market forecasting requires combining multiple model families and realistic cost modeling to be useful in practice.
Solution
Hybrid pipeline using Chronos-2 for probabilistic forecasting, LightGBM for quantile estimation, and regime-aware strategy logic with walk-forward validation.
Impact
Open-source research pipeline for BTC/USDT futures with paper-trading evaluation capabilities.
Stack
PythonAmazon ChronosLightGBMPyTorchPandas