{"product_id":"the-agnostic-trader-david-lzepez-ozate-9798341061965","title":"The Agnostic Trader: Exploring the Financial Markets using Python and Machine Learning","description":"\u003cp\u003e\u003cb\u003eStop Guessing, Start Building. Go from Data to a Deployed Trading Bot with this Rigorous, Step-by-Step Guide.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eAre you tired of rigid trading strategies that fail the moment market conditions change? \u003ci\u003eThe Agnostic Trader: Exploring the Financial Markets Using Python and Machine Learning\u003c\/i\u003e introduces a revolutionary framework that moves beyond gut feelings and flawed heuristics into the world of professional, data-driven quantitative trading.\u003c\/p\u003e\u003cp\u003eThis 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, \u003cb\u003efour-stage validation pipeline\u003c\/b\u003e-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.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eInside, you will master the complete end-to-end process: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eBuild a Solid Foundation: \u003c\/b\u003e Use Python and MQL5 to extract and prepare clean, analysis-ready historical data for any instrument.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eEngineer Powerful Features: \u003c\/b\u003e Leverage pandas and pandas-ta to create a rich universe of technical indicators that will serve as the inputs for your models.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDiscover Winning Models (Safely): \u003c\/b\u003e Implement a disciplined \"Model Horse Race\" and GridSearchCV tuning process to find the champion model while actively avoiding overfitting.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eValidate with Confidence: \u003c\/b\u003e Learn to interpret advanced metrics like the F1-score and perform honest backtesting on unseen data to truly understand your model's edge.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDeploy to Live Markets: \u003c\/b\u003e Write a clean, modular, and scalable Python bot to execute your model's signals automatically in the \u003cb\u003eMetaTrader 5\u003c\/b\u003e platform.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eAnalyze and Adapt: \u003c\/b\u003e Generate detailed performance reports, including separate PnL curves for BUY and SELL trades, to diagnose your model's strengths and weaknesses.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eThis book is for: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eTraders \u0026amp; Investors\u003c\/b\u003e who want to systematize their strategies and gain a true statistical edge.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003ePython Developers\u003c\/b\u003e looking to apply their coding skills in the lucrative and challenging domain of finance.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eData Scientists \u0026amp; ML Practitioners\u003c\/b\u003e who want to learn how to apply their skills to noisy, non-stationary financial time-series data.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eFinance Students \u0026amp; Quantitative Analysts\u003c\/b\u003e who want a practical, hands-on guide to building real-world trading systems.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eIt's time to stop chasing \"magic bullet\" indicators. Become an \"Agnostic Trader\" by learning to trust a robust \u003cb\u003eprocess\u003c\/b\u003e. Build the system, test the evidence, and deploy with confidence.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eScroll up and grab your copy to start building your professional-grade trading bot today!\u003c\/b\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e David López Oñate\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798341061965\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 10\/03\/2024\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 122\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.66lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 11.00h x 8.50w x 0.26d","brand":"David López Oñate","offers":[{"title":"Paperback","offer_id":48217754534143,"sku":"9798341061965","price":21.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_c09bbc90-2109-49e0-926c-b0d9c1da6e82.jpg?v=1771999223","url":"https:\/\/www.whiterainbookhouse.com\/products\/the-agnostic-trader-david-lzepez-ozate-9798341061965","provider":"WR Book House","version":"1.0","type":"link"}