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The Agnostic Trader: Exploring the Financial Markets using Python and Machine Learning
Paperback
Publisher: Independently Published
Published: Oct 3 2024
Pages: 122
Weight: 0.66
Height: 0.26 Width: 8.50 Depth: 11.00
Language: English
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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