{"product_id":"explainable-ml-with-shap-and-lime-opening-the-black-box-of-complex-models-9798299465563","title":"Explainable ML with SHAP and LIME: Opening the Black Box of Complex Models","description":"\u003cp\u003e • Author(s): Kalen Virell\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Artificial Intelligence - Expert Systems\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eIs your machine learning model a \"black box\"? Unlock its secrets, build trust, and deliver revolutionary insights.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eIn the world of artificial intelligence, a model's predictive power is useless if you can't explain how it works. Complex models from XGBoost to neural networks often hide their decision-making process, creating a \"black box\" that costs you time, money, and the trust of your stakeholders. How do you prove your model isn't biased? How do you debug a strange prediction? How do you convince your boss to deploy a system no one understands?\u003c\/p\u003e\u003cp\u003e\u003ci\u003eExplainable ML with SHAP and LIME\u003c\/i\u003e is your key to opening that box. This practical, hands-on guide demystifies two of the most powerful and popular explainability frameworks in data science: SHAP (SHapley Additive exPlanations) and LIME (Local Interpretable Model-agnostic Explanations). Forget dense academic theory; this book provides clear, intuitive explanations and ready-to-use Python code to help you look under the hood of any model.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eInside, you will master how to: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eVisualize a model's logic\u003c\/b\u003e with stunning, insightful plots that anyone can understand.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eExplain individual predictions\u003c\/b\u003e to debug errors and gain deep, actionable insights.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eSummarize the behavior of complex models\u003c\/b\u003e to understand global feature importance.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eBuild more robust, fair, and transparent AI systems\u003c\/b\u003e that stakeholders and regulators can trust.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eWhether you're a data scientist, machine learning engineer, or a technical manager, this book will give you the tools to move beyond simply building models to truly understanding them.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eDon't let your models remain a mystery.\u003c\/b\u003e To gain a competitive edge, build transparent systems, and become an indispensable expert in the rapidly growing field of Explainable AI (XAI), \u003cb\u003eyou should buy this book today.\u003c\/b\u003e\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46333455630487,"sku":"9798299465563","price":1332.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798299465563.webp?v=1768669586","url":"https:\/\/atlanticbooks.com\/products\/explainable-ml-with-shap-and-lime-opening-the-black-box-of-complex-models-9798299465563","provider":"Atlantic Books","version":"1.0","type":"link"}