Synopsis
Stop Guessing, Start Building. Go from Data to a Deployed Trading Bot with this Rigorous, Step-by-Step Guide.
Are you tired of rigid trading strategies that fail the moment market conditions change? The Agnostic Trader: Exploring the Financial Markets Using Python and Machine Learning introduces a revolutionary framework that moves beyond gut feelings and flawed heuristics into the world of professional, data-driven quantitative trading.
This book rejects the two biggest pitfalls of algorithmic trading: the naive "brute-force" search that leads to overfit models, and the reliance on a single, fragile strategy. Instead, you will learn to build a robust, four-stage validation pipeline—a "model factory" that systematically discovers, tests, and validates high-performance trading models tailored to specific market conditions. This is the methodology used by professionals, broken down into clear, actionable steps.
Inside, you will master the complete end-to-end process:
- Build a Solid Foundation: Use Python and MQL5 to extract and prepare clean, analysis-ready historical data for any instrument.
- Engineer Powerful Features: Leverage pandas and pandas-ta to create a rich universe of technical indicators that will serve as the inputs for your models.
- Discover Winning Models (Safely): Implement a disciplined "Model Horse Race" and GridSearchCV tuning process to find the champion model while actively avoiding overfitting.
- Validate with Confidence: Learn to interpret advanced metrics like the F1-score and perform honest backtesting on unseen data to truly understand your model's edge.
- Deploy to Live Markets: Write a clean, modular, and scalable Python bot to execute your model's signals automatically in the MetaTrader 5 platform.
- Analyze and Adapt: Generate detailed performance reports, including separate PnL curves for BUY and SELL trades, to diagnose your model's strengths and weaknesses.
This book is for:
- Traders & Investors who want to systematize their strategies and gain a true statistical edge.
- Python Developers looking to apply their coding skills in the lucrative and challenging domain of finance.
- Data Scientists & ML Practitioners who want to learn how to apply their skills to noisy, non-stationary financial time-series data.
- Finance Students & Quantitative Analysts who want a practical, hands-on guide to building real-world trading systems.
It's time to stop chasing "magic bullet" indicators. Become an "Agnostic Trader" by learning to trust a robust process. Build the system, test the evidence, and deploy with confidence.
Scroll up and grab your copy to start building your professional-grade trading bot today!
"synopsis" may belong to another edition of this title.
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The Agnostic Trader (Paperback)
Print on DemandSeller: Grand Eagle Retail, Bensenville, IL, U.S.A.
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Paperback. Condition: new. Paperback. Stop Guessing, Start Building. Go from Data to a Deployed Trading Bot with this Rigorous, Step-by-Step Guide.Are you tired of rigid trading strategies that fail the moment market conditions change? The Agnostic Trader: Exploring the Financial Markets Using Python and Machine Learning introduces a revolutionary framework that moves beyond gut feelings and flawed heuristics into the world of professional, data-driven quantitative trading.This book rejects the two biggest pitfalls of algorithmic trading: the naive "brute-force" search that leads to overfit models, and the reliance on a single, fragile strategy. Instead, you will learn to build a robust, four-stage validation pipeline-a "model factory" that systematically discovers, tests, and validates high-performance trading models tailored to specific market conditions. This is the methodology used by professionals, broken down into clear, actionable steps.Inside, you will master the complete end-to-end process: Build a Solid Foundation: Use Python and MQL5 to extract and prepare clean, analysis-ready historical data for any instrument.Engineer Powerful Features: Leverage pandas and pandas-ta to create a rich universe of technical indicators that will serve as the inputs for your models.Discover Winning Models (Safely): Implement a disciplined "Model Horse Race" and GridSearchCV tuning process to find the champion model while actively avoiding overfitting.Validate with Confidence: Learn to interpret advanced metrics like the F1-score and perform honest backtesting on unseen data to truly understand your model's edge.Deploy to Live Markets: Write a clean, modular, and scalable Python bot to execute your model's signals automatically in the MetaTrader 5 platform.Analyze and Adapt: Generate detailed performance reports, including separate PnL curves for BUY and SELL trades, to diagnose your model's strengths and weaknesses.This book is for: Traders & Investors who want to systematize their strategies and gain a true statistical edge.Python Developers looking to apply their coding skills in the lucrative and challenging domain of finance.Data Scientists & ML Practitioners who want to learn how to apply their skills to noisy, non-stationary financial time-series data.Finance Students & Quantitative Analysts who want a practical, hands-on guide to building real-world trading systems.It's time to stop chasing "magic bullet" indicators. Become an "Agnostic Trader" by learning to trust a robust process. Build the system, test the evidence, and deploy with confidence.Scroll up and grab your copy to start building your professional-grade trading bot today! This item is printed on demand. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9798341061965
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The Agnostic Trader
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The Agnostic Trader
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The Agnostic Trader (Paperback)
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Paperback. Condition: new. Paperback. Stop Guessing, Start Building. Go from Data to a Deployed Trading Bot with this Rigorous, Step-by-Step Guide.Are you tired of rigid trading strategies that fail the moment market conditions change? The Agnostic Trader: Exploring the Financial Markets Using Python and Machine Learning introduces a revolutionary framework that moves beyond gut feelings and flawed heuristics into the world of professional, data-driven quantitative trading.This book rejects the two biggest pitfalls of algorithmic trading: the naive "brute-force" search that leads to overfit models, and the reliance on a single, fragile strategy. Instead, you will learn to build a robust, four-stage validation pipeline-a "model factory" that systematically discovers, tests, and validates high-performance trading models tailored to specific market conditions. This is the methodology used by professionals, broken down into clear, actionable steps.Inside, you will master the complete end-to-end process: Build a Solid Foundation: Use Python and MQL5 to extract and prepare clean, analysis-ready historical data for any instrument.Engineer Powerful Features: Leverage pandas and pandas-ta to create a rich universe of technical indicators that will serve as the inputs for your models.Discover Winning Models (Safely): Implement a disciplined "Model Horse Race" and GridSearchCV tuning process to find the champion model while actively avoiding overfitting.Validate with Confidence: Learn to interpret advanced metrics like the F1-score and perform honest backtesting on unseen data to truly understand your model's edge.Deploy to Live Markets: Write a clean, modular, and scalable Python bot to execute your model's signals automatically in the MetaTrader 5 platform.Analyze and Adapt: Generate detailed performance reports, including separate PnL curves for BUY and SELL trades, to diagnose your model's strengths and weaknesses.This book is for: Traders & Investors who want to systematize their strategies and gain a true statistical edge.Python Developers looking to apply their coding skills in the lucrative and challenging domain of finance.Data Scientists & ML Practitioners who want to learn how to apply their skills to noisy, non-stationary financial time-series data.Finance Students & Quantitative Analysts who want a practical, hands-on guide to building real-world trading systems.It's time to stop chasing "magic bullet" indicators. Become an "Agnostic Trader" by learning to trust a robust process. Build the system, test the evidence, and deploy with confidence.Scroll up and grab your copy to start building your professional-grade trading bot today! This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Seller Inventory # 9798341061965
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