Inhaltsangabe
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!
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The Agnostic Trader
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Paperback. Zustand: 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. Bestandsnummer des Verkäufers 9798341061965
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Paperback. Zustand: 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. Bestandsnummer des Verkäufers 9798341061965
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