Explainable AI: Demystifying AI Decisions. A Guide to Transparency and Trust by James Ferry
English | June 19, 2024 | ISBN: N/A | ASIN: B0D2137VWY | 106 pages | EPUB | 0.98 Mb
English | June 19, 2024 | ISBN: N/A | ASIN: B0D2137VWY | 106 pages | EPUB | 0.98 Mb
In an era where artificial intelligence (AI) shapes critical decisions in healthcare, finance, law, and beyond, understanding how AI arrives at its conclusions is paramount. "Explainable AI: Demystifying AI Decisions" is an essential guide that unveils the inner workings of AI models, making them transparent and understandable to all.
Authored by experts at the forefront of AI research and application, this book demystifies the complex algorithms that underpin modern AI systems. It introduces readers to the core principles of Explainable AI (XAI) — transparency, interpretability, accountability, and fairness — and illustrates how these principles ensure AI decisions align with ethical standards and regulatory requirements.
Through practical examples and case studies, "Explainable AI" equips readers with the tools to:
- Understand AI Decisions: Explore how AI models make predictions and recommendations, breaking down the process into comprehensible steps.
- Detect and Mitigate Bias: Learn techniques for identifying biases within AI systems and strategies to mitigate them, promoting fairness and equity.
- Enhance Trust and Accountability: Gain insights into how transparency and interpretability foster trust among users, stakeholders, and the broader community.
- Navigate Ethical Challenges: Address ethical considerations in AI development, including privacy, consent, and the societal impact of AI technologies.
As AI continues to transform industries and daily life, "Explainable AI: Demystifying AI Decisions" serves as a timely and indispensable resource for anyone seeking to navigate the evolving landscape of AI with clarity, integrity, and trust.
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