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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!
Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.
- ÉditeurIndependently published
- Date d'édition2024
- ISBN 13 9798341061965
- ReliureBroché
- Langueanglais
- Nombre de pages120
- Coordonnées du fabricantnon disponible
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EUR 22,29
EUR 6,92 expédition depuis Etats-Unis vers France
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The Agnostic Trader: Exploring the Financial Markets using Python and Machine Learning
impression à la demandeVendeur : California Books, Miami, FL, Etats-Unis
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The Agnostic Trader: Exploring the Financial Markets using Python and Machine Learning
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The Agnostic Trader (Paperback)
Vendeur : CitiRetail, Stevenage, Royaume-Uni
Évaluation du vendeur 5 sur 5 étoiles
Paperback. Etat : new. Paperback. The Agnostic Trader: Exploring the Financial Markets Using Python and Machine Learning introduces a revolutionary mindset for modern traders. In a world where financial markets are unpredictable and fast-moving, rigid strategies based on pre-defined rules are often doomed to fail. The agnostic trader, however, thrives on flexibility, using data-driven insights to constantly adapt and refine trading strategies without being bound by market dogma.This book presents a philosophy where no single model or method is universally effective. Instead, machine learning and Python are employed to create automated systems that respond dynamically to real-world market conditions. By embracing an agnostic approach, traders allow the data itself to guide their decision-making process, letting go of preconceived notions or biases.Whether you are a seasoned professional or new to trading, this guide provides you with the tools to build sophisticated, algorithmic trading systems. Through hands-on tutorials, you'll learn to gather and process financial data, build predictive models, and integrate these models into live trading environments like MetaTrader 5. The emphasis is always on adaptability-ensuring that your strategies evolve with changing markets to maximize success and manage risk effectively.Become an agnostic trader and unlock the power of data-driven flexibility, ensuring long-term success in the complex world of financial markets. Performance tracking inspired by The Agnostic Trader philosophy is currently being forward-tested on platforms like Myfxbook under the name "Forex Artilect" systems. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. N° de réf. du vendeur 9798341061965
Quantité disponible : 1 disponible(s)
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The Agnostic Trader (Paperback)
Vendeur : Grand Eagle Retail, Fairfield, OH, Etats-Unis
Évaluation du vendeur 5 sur 5 étoiles
Paperback. Etat : new. Paperback. The Agnostic Trader: Exploring the Financial Markets Using Python and Machine Learning introduces a revolutionary mindset for modern traders. In a world where financial markets are unpredictable and fast-moving, rigid strategies based on pre-defined rules are often doomed to fail. The agnostic trader, however, thrives on flexibility, using data-driven insights to constantly adapt and refine trading strategies without being bound by market dogma.This book presents a philosophy where no single model or method is universally effective. Instead, machine learning and Python are employed to create automated systems that respond dynamically to real-world market conditions. By embracing an agnostic approach, traders allow the data itself to guide their decision-making process, letting go of preconceived notions or biases.Whether you are a seasoned professional or new to trading, this guide provides you with the tools to build sophisticated, algorithmic trading systems. Through hands-on tutorials, you'll learn to gather and process financial data, build predictive models, and integrate these models into live trading environments like MetaTrader 5. The emphasis is always on adaptability-ensuring that your strategies evolve with changing markets to maximize success and manage risk effectively.Become an agnostic trader and unlock the power of data-driven flexibility, ensuring long-term success in the complex world of financial markets. Performance tracking inspired by The Agnostic Trader philosophy is currently being forward-tested on platforms like Myfxbook under the name "Forex Artilect" systems. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. N° de réf. du vendeur 9798341061965
Quantité disponible : 1 disponible(s)