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Explainable ML with SHAP and LIME: Opening the Black Box of Complex Models by Virell, Kalen

Explainable ML with SHAP and LIME: Opening the Black Box of Complex Models

by Kalen Virell
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Book cover type: Paperback
  • ISBN13: 9798299465563
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 148
  • Original Price: GBP 12.56
  • Language: English
  • Edition: N/A
  • Item Weight: 209 grams
  • BISAC Subject(s): Artificial Intelligence / Expert Systems

Is your machine learning model a "black box"? Unlock its secrets, build trust, and deliver revolutionary insights.

In 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?

Explainable ML with SHAP and LIME 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.

Inside, you will master how to:

  • Visualize a model's logic with stunning, insightful plots that anyone can understand.

  • Explain individual predictions to debug errors and gain deep, actionable insights.

  • Summarize the behavior of complex models to understand global feature importance.

  • Build more robust, fair, and transparent AI systems that stakeholders and regulators can trust.

Whether 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.

Don't let your models remain a mystery. To gain a competitive edge, build transparent systems, and become an indispensable expert in the rapidly growing field of Explainable AI (XAI), you should buy this book today.

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