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Artificial Intelligence
AI Foundations
Artificial Intelligence Overview
Brief History of AI
AI Research Paradigms
Philosophical Foundations of Intelligence
Symbolic AI Paradigm
Machine Learning Paradigm
Data Science
AI Safety & Ethics
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Table of Contents
Introduction
1. Timeline
2. The Gestation Period (1940s-1955)
Key Events
3. The Golden Age (1956-1974)
3.1 The Dartmouth Conference (1956)
3.2 Early Achievements
3.3 Optimism and High Expectations
4. The First AI Winter (1974-1980)
Causes
5. The Expert Systems Era (1980-1987)
5.1 Rise of Expert Systems
5.2 Knowledge Engineering
5.3 Backpropagation Revival (1986)
6. The Second AI Winter (1987-1993)
Causes
7. Steady Progress (1993-2011)
8. The Deep Learning Revolution (2012-2017)
8.1 AlexNet (2012)
8.2 Key Breakthroughs
8.3 Driving Factors
9. The Large Model Era (2018-Present)
9.1 Pre-trained Language Models
9.2 The ChatGPT Moment (November 2022)
9.3 Multimodal and Diffusion Models (2023-)
9.4 Open Questions
10. Lessons from History
References
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