Human Intelligence and Artificial Intelligence
Editat de Tilottama Goswami, Richard J Greene, Anita Sarkaren Limba Engleză Paperback – mai 2027
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Specificații
Cuprins
Part 1: Introduction to Human Cognition and History of Artificial Intelligence
1. Foundational Elements of Human Intelligence
2. History of Artificial Intelligence
3. Foundational Components and Architectures of AI
4. Regression Analysis
5. Classification and Clustering
6. Performance Measurement
Part 2: What AI Has (Almost) Perfected - Knowledge Representation and Processing in the Physical World
7. State-of-the-Art Models and Architectures for Computer Vision and Natural Language Processing
8. Deep Learning and Reinforcement Learning
9. Transformers and Expert Systems
10. Developments in Data Acquisition and Knowledge Representation
11. Big Data and Small Data
12. Examples and Case Studies in Various Application Domains
Part 3: AI’s Next Frontier - Adaptive, Sustainable, Trustworthy and Ethical Human-Centered AI Ecosystems
13. AI Models Mimicking Human Cognitive Functions - Common-Sense Reasoning, Sarcasm, Empathy, and Moral Judgment
14. Human-Centered AI Ecosystems - Multi-Agent and Meta-Cognitive Architectures
15. The Evolution of Governance to Ensure Safe, Ethical and Socially Responsible AI Development and Use
1. Foundational Elements of Human Intelligence
2. History of Artificial Intelligence
3. Foundational Components and Architectures of AI
4. Regression Analysis
5. Classification and Clustering
6. Performance Measurement
Part 2: What AI Has (Almost) Perfected - Knowledge Representation and Processing in the Physical World
7. State-of-the-Art Models and Architectures for Computer Vision and Natural Language Processing
8. Deep Learning and Reinforcement Learning
9. Transformers and Expert Systems
10. Developments in Data Acquisition and Knowledge Representation
11. Big Data and Small Data
12. Examples and Case Studies in Various Application Domains
Part 3: AI’s Next Frontier - Adaptive, Sustainable, Trustworthy and Ethical Human-Centered AI Ecosystems
13. AI Models Mimicking Human Cognitive Functions - Common-Sense Reasoning, Sarcasm, Empathy, and Moral Judgment
14. Human-Centered AI Ecosystems - Multi-Agent and Meta-Cognitive Architectures
15. The Evolution of Governance to Ensure Safe, Ethical and Socially Responsible AI Development and Use