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Algorithmic Trading & Quant Infrastructure
Practical guides written by an engineer-trader. No hype, no guaranteed returns. Just real knowledge about building systems that hold up live.
machine learningquant researchmodel selection
XGBoost Beats LSTM and Transformers on Most Financial Time Series
Deep learning gets picked because it looks impressive. XGBoost and LightGBM consistently outperform LSTM on typical trading datasets. Here is why, and when deep learning is actually the right call.
·12 min read
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trading automationalgo tradingtrading systems
Your Strategy Works. Your Bot Doesn't. Here's Why.
Manual trading and automated execution are not interchangeable. Why profitable manual strategies fail when automated, and what production-grade infrastructure actually requires.
·10 min read
risk managementposition sizingtrading fundamentals
How to Calculate Risk/Reward Ratio in Trading
A practitioner's guide to R multiples, risk-adjusted thinking, and why your actual risk/reward is always worse than it looks after fees.
·8 min read