Items related to The Agnostic Trader: Exploring the Financial Markets...
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.
- PublisherIndependently published
- Publication date2024
- ISBN 13 9798341061965
- BindingPaperback
- LanguageEnglish
- Number of pages120
Search results for The Agnostic Trader: Exploring the Financial Markets...
Stock Image
The Agnostic Trader (Paperback)
Seller: CitiRetail, Stevenage, United Kingdom
Seller rating 5 out of 5 stars
Paperback. Condition: 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. Seller Inventory # 9798341061965
Quantity: 1 available
Stock Image
The Agnostic Trader: Exploring the Financial Markets using Python and Machine Learning
Print on DemandSeller: California Books, Miami, FL, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Print on Demand. Seller Inventory # I-9798341061965
Quantity: Over 20 available
Stock Image
The Agnostic Trader: Exploring the Financial Markets using Python and Machine Learning
Seller: Ria Christie Collections, Uxbridge, United Kingdom
Seller rating 5 out of 5 stars
Condition: New. In. Seller Inventory # ria9798341061965_new
Quantity: Over 20 available
Stock Image
The Agnostic Trader (Paperback)
Seller: Grand Eagle Retail, Fairfield, OH, U.S.A.
Seller rating 5 out of 5 stars
Paperback. Condition: 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. Seller Inventory # 9798341061965
Quantity: 1 available