Neuro-Symbolic AI: Design transparent and trustworthy systems that understand the world as you do
Dingli, Alexiei, Farrugia, David
- 出版商: Packt Publishing
- 出版日期: 2023-05-31
- 售價: $1,590
- 貴賓價: 9.5 折 $1,511
- 語言: 英文
- 頁數: 196
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1804617628
- ISBN-13: 9781804617625
海外代購書籍(需單獨結帳)
商品描述
Explore the inner workings of AI along with its limitations and future developments and create your first transparent and trustworthy neuro-symbolic AI system
Purchase of the print or Kindle book includes a free PDF eBook
Key Features:
- Understand symbolic and statistical techniques through examples and detailed explanations
- Explore the potential of neuro-symbolic AI for future developments using case studies
- Discover the benefits of combining symbolic AI with modern neural networks to build transparent and high-performance AI solutions
Book Description:
Neuro-symbolic AI offers the potential to create intelligent systems that possess both the reasoning capabilities of symbolic AI along with the learning capabilities of neural networks. This book provides an overview of AI and its inner mechanics, covering both symbolic and neural network approaches.
You'll begin by exploring the decline of symbolic AI and the recent neural network revolution, as well as their limitations. The book then delves into the importance of building trustworthy and transparent AI solutions using explainable AI techniques. As you advance, you'll explore the emerging field of neuro-symbolic AI, which combines symbolic AI and modern neural networks to improve performance and transparency. You'll also learn how to get started with neuro-symbolic AI using Python with the help of practical examples. In addition, the book covers the most promising technologies in the field, providing insights into the future of AI.
Upon completing this book, you will acquire a profound comprehension of neuro-symbolic AI and its practical implications. Additionally, you will cultivate the essential abilities to conceptualize, design, and execute neuro-symbolic AI solutions.
What You Will Learn:
- Gain an understanding of the intuition behind neuro-symbolic AI
- Determine the correct uses that can benefit from neuro-symbolic AI
- Differentiate between types of explainable AI techniques
- Think about, design, and implement neuro-symbolic AI solutions
- Create and fine-tune your first neuro-symbolic AI system
- Explore the advantages of fusing symbolic AI with modern neural networks in neuro-symbolic AI systems
Who this book is for:
This book is ideal for data scientists, machine learning engineers, and AI enthusiasts who want to explore the emerging field of neuro-symbolic AI and discover how to build transparent and trustworthy AI solutions. A basic understanding of AI concepts and familiarity with Python programming are needed to make the most of this book.
商品描述(中文翻譯)
探索人工智慧的內部運作方式，以及其限制和未來發展，並創建您的第一個透明且可信賴的神經符號人工智慧系統。
購買印刷版或Kindle電子書，即可獲得免費的PDF電子書。
主要特點：
- 通過示例和詳細解釋了解符號和統計技術
- 通過案例研究探索神經符號人工智慧的潛力和未來發展
- 發現將符號人工智慧與現代神經網絡相結合以構建透明且高性能的人工智慧解決方案的好處
書籍描述：
神經符號人工智慧具有結合符號人工智慧的推理能力和神經網絡的學習能力的潛力。本書概述了人工智慧及其內部機制，涵蓋了符號和神經網絡方法。
您將首先探索符號人工智慧的衰落和最近的神經網絡革命，以及它們的限制。然後，本書深入探討使用可解釋人工智慧技術構建可信賴和透明的人工智慧解決方案的重要性。隨著您的進一步學習，您將探索新興的神經符號人工智慧領域，該領域結合了符號人工智慧和現代神經網絡以提高性能和透明度。您還將學習如何使用Python開始進行神經符號人工智慧，並通過實際示例提供幫助。此外，本書還介紹了該領域最有前景的技術，並提供了對人工智慧未來的見解。
完成本書後，您將深入了解神經符號人工智慧及其實際影響。此外，您還將培養構思、設計和執行神經符號人工智慧解決方案的基本能力。
您將學到什麼：
- 理解神經符號人工智慧背後的直覺
- 確定可以從神經符號人工智慧中獲益的正確用途
- 區分可解釋人工智慧技術的類型
- 思考、設計和實施神經符號人工智慧解決方案
- 創建並微調您的第一個神經符號人工智慧系統
- 探索在神經符號人工智慧系統中將符號人工智慧與現代神經網絡相結合的優勢
本書適合數據科學家、機器學習工程師和人工智慧愛好者，他們希望探索新興的神經符號人工智慧領域，並發現如何構建透明且可信賴的人工智慧解決方案。您需要對人工智慧概念有基本的理解，並熟悉Python編程，以充分利用本書。
