History of AI - tech9tel/ai GitHub Wiki

🧠 AI Timeline: From Foundations to Now

📜 Pre-1950s: The Foundations

  • 1854 – George Boole introduces Boolean logic, laying a foundation for digital computing.
  • 1936 – Alan Turing proposes the concept of a Universal Machine (Turing Machine).
  • 1943 – McCulloch & Pitts create the first concept of artificial neurons.

🧪 1950s: Birth of AI

  • 1950 – Alan Turing introduces the Turing Test in “Computing Machinery and Intelligence”.
  • 1956Dartmouth Conference: John McCarthy coins the term “Artificial Intelligence”.
  • 1958 – John McCarthy develops LISP, a programming language for AI.

🧠 1960s: Early Exploration

  • 1961 – First industrial robot Unimate is deployed in a General Motors factory.
  • 1965 – Joseph Weizenbaum creates ELIZA, an early NLP chatbot.
  • 1969 – Marvin Minsky and Seymour Papert publish Perceptrons, highlighting limits of neural nets.

🧮 1970s: Expert Systems Rise

  • 1972PROLOG, a logic programming language, is developed.
  • 1974-1980 – AI Winter #1 due to overhyped promises and underwhelming results.
  • 1979Stanford Cart, an early self-driving vehicle, navigates obstacles.

🛠 1980s: Revival with Expert Systems

  • 1980 – Introduction of XCON, an expert system used by Digital Equipment Corporation.
  • 1986Backpropagation popularized by Rumelhart et al., boosts neural network research.
  • 1987-1993 – AI Winter #2 due to the collapse of expert system market.

📈 1990s: Statistical Learning & Milestones

  • 1995Support Vector Machines (SVMs) gain popularity.
  • 1997 – IBM’s Deep Blue defeats world chess champion Garry Kasparov.

💻 2000s: Data and Machine Learning Era

  • 2006 – Geoffrey Hinton reintroduces deep learning with Deep Belief Networks.
  • 2009 – Google starts developing its self-driving car project.
  • 2011 – IBM Watson defeats human champions on Jeopardy!.

🤖 2010s: AI Goes Mainstream

  • 2012AlexNet wins ImageNet, reigniting deep learning.
  • 2014 – Ian Goodfellow proposes GANs (Generative Adversarial Networks).
  • 2015 – Elon Musk and others found OpenAI.
  • 2016AlphaGo defeats Lee Sedol, a Go world champion.
  • 2018BERT by Google changes the NLP landscape with transformers.

🌐 2020s: Generative AI & AI for All

  • 2020 – OpenAI releases GPT-3, a 175B parameter language model.
  • 2021DALL·E and CLIP introduced by OpenAI for image generation and understanding.
  • 2022Stable Diffusion and Midjourney popularize open generative image models.
  • 2022 – OpenAI launches ChatGPT, making LLMs accessible to the public.
  • 2023GPT-4 is released, improving reasoning, creativity, and multimodal support.
  • 2024 – Rise of AI Agents, Copilots, and multimodal systems.

🧭 The Future

  • Towards AGI – Research into Artificial General Intelligence continues.
  • AI + Quantum – Experiments in quantum machine learning gain traction.
  • Ethical AI – Greater focus on responsible, explainable, and fair AI.