Can I read Platform and Model Design for Responsible AI on EtoBox?

Platform and Model Design for Responsible AI by Amita Kapoor, Sharmistha Chatterjee is a nonfiction available to read on EtoBox.

What is Platform and Model Design for Responsible AI about?

In this comprehensive book, we will explore various facets of Responsible AI, including the vulnerabilities of Machine Learning (ML) models, susceptibility to adversarial attacks, and the importance of robust security measures. We will delve into risk-averse methodologies that prioritize safety and reliability, minimizing potential harm and unintended consequences. The book examines policy frameworks and strategies adopted by various countries to ensure ethical AI development and deployment, as well as the crucial aspects of data privacy, with techniques and best practices to protect user information and maintain trust in AI systems. Additionally, we will cover approaches to AI model evaluation, uncertainty, and validation; the roles of MLOps and AutoML in fostering efficient, scalable, and responsible AI practices in enterprise settings; and the importance of fairness in AI, addressing challenges in data collection, preprocessing, and model optimization to reduce biases and ensure equitable outcomes. We will also discuss the need for transparency and explainability in AI systems, ethical governance, and oversight, and cover techniques to build adaptable, calibrated AI models that

Who reads Platform and Model Design for Responsible AI?

Author

Amita Kapoor, Sharmistha Chatterjee

Publisher

PACKT PUBLISHING LIMITED

Published

2023

Language

EN

ISBN

9781801075213

Category

nonfiction

Subjects

Science, Computer Science, Management