Milestones in AI Development
Ancient Foundations
~4th Century BCE
- Aristotle develops formal logic
- Chinese and Greek engineers build "automata"
- Early concepts of mechanical thinking
The Birth of AI (1950s)
1950-1959
- 1950: Alan Turing publishes "Computing Machinery and Intelligence" proposing the Turing Test
- 1956: Dartmouth Conference - John McCarthy coins term "Artificial Intelligence"
- 1958: Frank Rosenblatt invents the Perceptron, foundation for neural networks
Early Enthusiasm (1960s)
1960-1969
- 1961: First industrial robot (Unimate) installed at GM factory
- 1965: Joseph Weizenbaum creates ELIZA, the first chatbot
- 1969: Shakey the robot combines locomotion, perception, and problem solving
AI Winter Begins (1970s)
1970-1979
- 1972: First AI winter begins as funding declines
- 1973: James Lighthill report criticizes AI progress in the UK
- 1979: Stanford Cart becomes first autonomous vehicle to navigate a room
Expert Systems Era (1980s)
1980-1989
- 1980: First national conference of the American Association for Artificial Intelligence
- 1986: Backpropagation algorithm revitalizes neural network research
- 1987: Second AI winter begins as expert systems fail to scale
AI Goes Practical (1990s)
1990-1999
- 1997: IBM Deep Blue defeats chess champion Garry Kasparov
- 1997: LSTM (Long Short-Term Memory) networks invented
- 1998: Google founded using PageRank algorithm
Machine Learning Rise (2000s)
2000-2009
- 2006: Geoffrey Hinton coins term "Deep Learning"
- 2009: ImageNet dataset released, enabling computer vision breakthroughs
- 2009: Google starts self-driving car project
Deep Learning Revolution (2010s)
2010-2019
- 2011: IBM Watson wins Jeopardy! against human champions
- 2012: AlexNet wins ImageNet competition, sparking DL boom
- 2016: AlphaGo defeats world champion Lee Sedol in Go
- 2018: GPT-1 released by OpenAI
AI Transformation (2020s)
2020-Present
- 2020: GPT-3 released with 175 billion parameters
- 2021: DALL-E creates images from text descriptions
- 2022: ChatGPT launches, bringing AI to mainstream
- 2023: Generative AI explosion with multimodal models
Pioneers of AI
Alan Turing
Father of Theoretical Computer Science
Proposed the Turing Test (1950) and laid foundations for computer science
John McCarthy
Coined "Artificial Intelligence"
Organized the 1956 Dartmouth Conference and created LISP programming language
Geoffrey Hinton
Godfather of Deep Learning
Pioneered backpropagation and neural network research since the 1980s
AI Capabilities Over Time
1950s
Symbolic AI
1970s
Expert Systems
1990s
Machine Learning
2010s
Deep Learning
2020s
Generative AI
Relative capability growth of AI systems over decades
