Overview

Artificial intelligence is transforming how trading strategies are researched, tested, and executed-but successful AI trading requires discipline, robust engineering, and careful evaluation. AI Trading Mastery is a practical, developer-focused guide to building intelligent trading systems using modern AI techniques-without hype, shortcuts, or unrealistic promises. This book focuses on the engineering and analytical foundations of AI-driven trading: how to design strategies, work with market data, evaluate performance, manage risk, and deploy systems responsibly in real-world environments. Rather than promising profits, this guide teaches you how to build repeatable, testable, and explainable trading models that can adapt to changing market conditions. What You'll Learn✔ Core concepts of algorithmic and AI-assisted trading ✔ Working with historical and real-time market data ✔ Feature engineering for financial time series ✔ Designing rule-based, statistical, and AI-driven strategies ✔ Backtesting strategies correctly and avoiding common pitfalls ✔ Evaluating performance with realistic metrics and assumptions ✔ Managing risk, drawdowns, and strategy robustness ✔ Paper trading, simulation, and controlled deployment ✔ Monitoring and refining trading systems over time Who This Book Is For Developers and engineers interested in trading systems Data scientists applying AI to financial data Quantitative traders building systematic strategies Technical professionals exploring algorithmic trading Learners who want a serious, methodical approach to AI trading Why This Book WorksMost trading books focus either on theory or speculation. This one focuses on process and discipline. It emphasizes clean data handling, proper evaluation, and responsible deployment-helping you avoid common mistakes that lead to misleading results. The goal is not prediction perfection, but robust decision-making under uncertainty. By the end of this book, you'll be able to design, test, and deploy intelligent trading strategies using modern AI techniques-while understanding their limitations, risks, and real-world constraints. If you want a grounded, engineering-first approach to AI-powered trading systems, AI Trading Mastery is your definitive guide.

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