Designing Autonomous AI A Guide for Machine Teaching 1st Edition by Kence Anderson ISBN 1098110757 9781098110758

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Product details:

ISBN 10: 1098110757

ISBN 13: 9781098110758 

Author: Kence Anderson 

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

Table of contents:

I. When Automation Doesn’t Work
1. Sometimes Machines Make Bad Decisions
2. The Quest for More Human-Like Decision-Making
II. What Is Machine Teaching?
3. How Brains Learn Best: Teaching Humans and Al
4. Building Blocks for Machine Teaching
III. How Do You Teach a Machine?
5. Teaching Your Al Brain What to Do
6. Setting Goals for Your Al Brain
7. Teaching Skills to Your Al Brain
8. Giving Your Al Brain the Information It Needs to Learn and Decide
IV. Tools for the Machine Teacher
9. Designing Al Brains That Someone Can Actually Build

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Tags: Kence Anderson, Designing Autonomous AI, Guide, Machine Teaching