Designing Autonomous AI: A Guide for Machine Teaching - Couverture souple

Anderson, Kence

Couverture souple

ISBN 10 : 1098110757 ISBN 13 : 9781098110758

Editeur : O'Reilly Media, 2022

Synopsis

Early rules-based artificial intelligence demonstrated intriguing decision-making capabilities but lacked perception and didn't learn. AI today, primed with machine learning perception and deep reinforcement learning capabilities, can perform superhuman decision-making for specific tasks. This book shows you how to combine the practicality of early AI with deep learning capabilities and industrial control technologies to make robust decisions in the real world.

Using concrete examples, minimal theory, and a proven architectural framework, author Kence Anderson demonstrates how to teach autonomous AI explicit skills and strategies. You'll learn when and how to use and combine various AI architecture design patterns, as well as how to design advanced AI without needing to manipulate neural networks or machine learning algorithms. Students, process operators, data scientists, machine learning algorithm experts, and engineers who own and manage industrial processes can use the methodology in this book to design autonomous AI.

This book examines:

• Differences between and limitations of automated, autonomous, and human decision-making
• Unique advantages of autonomous AI for real-time decision-making, with use cases
• How to design an autonomous AI from modular components and document your designs

A propos du livre

À propos de l?auteur

Kence Anderson is director of Autonomous AI Adoption at Microsoft. Kence has pioneered uses for Autonomous AI in industry and designed over 150 autonomous decision-making AI systems for large enterprises. He now teaches Autonomous AI design and consults enterprises on how to build their autonomous systems organizations and practices.

Détails de l'édition

• Éditeur: O'Reilly Media
• Date d'édition: 2022
• Langue: anglais
• ISBN 10: 1098110757
• ISBN 13: 9781098110758
• Reliure: Broché
• Nombre de pages: 250
• Coordonnées du fabricant: non disponible