Retail Algo Trading Mastery: From Idea to Execution in Python & Live Markets: A Comprehensive Guide with Python

Author:   Danny Munrow ,  Caden Holbrook
Publisher:   Independently Published
ISBN:  

9798276209166


Pages:   432
Publication Date:   26 November 2025
Format:   Paperback
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

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Retail Algo Trading Mastery: From Idea to Execution in Python & Live Markets: A Comprehensive Guide with Python


Overview

Reactive PublishingYou don't need a PhD, a Bloomberg terminal, or institutional capital to trade like a quant. You need a system. Retail Algo Trading Mastery is a complete, end-to-end playbook for retail traders who want to transform ideas into live, automated trading systems using Python, data-driven workflows, and modern execution tools. Whether you're developing your first strategy or optimizing a full portfolio of algos, this book takes you through every stage of the process, from signal generation to backtesting, validation, execution, monitoring, and scaling into real markets. Caden Holbrook breaks down the methods used by systematic traders, prop desks, and small quantitative funds, and shows how to adapt them for retail-level capital without sacrificing performance or professionalism. This isn't a ""learn indicators"" book. This is algorithmic trading the way real system designers build it. Inside, You'll Learn How To: - Turn raw trading ideas into mathematically testable systems Build structured logic that converts intuition into reliable signals. - Work with market data the right way Sourcing, cleaning, normalizing, and engineering features for real-world robustness. - Backtest strategies in Python Using vectorization, custom engines, walk-forward loops, and multi-regime analysis. - Avoid false confidence Validation methods that protect you from overfitting, parameter bloat, and hidden fragility. - Automate execution From building API connections to creating order engines, dynamic sizing, risk rules, and monitoring dashboards. - Run systems in live markets Bridging the gap between backtest and reality, latency, slippage, fills, outages, and state management. - Build a multi-strategy portfolio Combining signals, allocating capital, smoothing volatility, and maximizing long-term return quality. - Scale your trading operation Infrastructure, code architecture, logging, alerts, cloud deployment, and continuous improvement pipelines. Who This Book Is ForThis book is designed for retail traders who want to graduate from manual trading to full automation. It's also ideal for early-stage quants, prop-firm hopefuls, or anyone ready to build professional-grade systems without institutional overhead. If you want to think, design, test, and execute like a systematic trader, this book is your complete roadmap. Master the workflow. Design better systems. Trade with precision.

Full Product Details

Author:   Danny Munrow ,  Caden Holbrook
Publisher:   Independently Published
Imprint:   Independently Published
Dimensions:   Width: 15.20cm , Height: 2.20cm , Length: 22.90cm
Weight:   0.576kg
ISBN:  

9798276209166


Pages:   432
Publication Date:   26 November 2025
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

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